Library

if (!requireNamespace('devtools', quietly = TRUE)){
  install.packages('devtools')
}
devtools::install_github("andreweatherman/toRvik")
## Skipping install of 'toRvik' from a github remote, the SHA1 (1ae3a672) has not changed since last install.
##   Use `force = TRUE` to force installation

Loading Libraries

All the libraries are used for the analysis of our predictive analytics project. The “toRvik” library is an R package that was able to scrap data from the barttorvik.com website.

library("toRvik")
library(tidyverse)
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library(dplyr)
library(forecast)
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##   method            from
##   as.zoo.data.frame zoo
library(stats)
library(httr)
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library(rvest)
## Warning: package 'rvest' was built under R version 4.3.1
## 
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library(caret)
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library(readxl)
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Data Preparation

The bart_ratings function is used to extract the data from the website: https://barttorvik.com/trank-time-machine.php. Our group used the function to extract the data for years 2008 to 2023.

teamstats2023 <- bart_ratings(year = 2023)

teamstats2022 <- bart_ratings(year = 2022)

teamstats2021 <- bart_ratings(year = 2021)

teamstats2020 <- bart_ratings(year = 2020)

teamstats2019 <- bart_ratings(year = 2019)

teamstats2018 <- bart_ratings(year = 2018)

teamstats2017 <- bart_ratings(year = 2017)

teamstats2016 <- bart_ratings(year = 2016)

teamstats2015 <- bart_ratings(year = 2015)

teamstats2014 <- bart_ratings(year = 2014)

teamstats2013 <- bart_ratings(year = 2013)

teamstats2012 <- bart_ratings(year = 2012)

teamstats2011 <- bart_ratings(year = 2011)

teamstats2010 <- bart_ratings(year = 2010)

teamstats2009 <- bart_ratings(year = 2009)

teamstats2008 <- bart_ratings(year = 2008)

Through data scrapping methods, our group was able to collect data from the website https://barttorvik.com/team-tables_each.php for the years 2008 to 2023. In the code below, our group is reading in the excel data.

bart_cbb <- read_excel("CBBdataBart.xlsx")

Here we create a new dataframe “team.df2024” by appending the 2008 to 2023 team stats rows on top of one another.

team.df2024 <- rbind(teamstats2023, teamstats2008, teamstats2009, teamstats2010, teamstats2011, teamstats2012, teamstats2013, teamstats2014, teamstats2015, teamstats2016, teamstats2017, teamstats2018, teamstats2019, teamstats2020, teamstats2021, teamstats2022)

In the code below, our group merges the two data frames “team.df2024” and “bart_cbb” on the two columns team and year.

team.df2024 <- merge(team.df2024, bart_cbb, by.x = c("team", "year"), by.y = c("Team", "Year"))

In the code below, we filter the “team.df2024” by the Power 6 Conferences: Big Ten, Big 12, ACC, Big East, SEC, and Pac12/10.

team.df2024 <- team.df2024 %>%
  filter(conf == "B10" |
           conf == "B12" |
           conf == "ACC" |
           conf == "BE" |
           conf == "SEC" |
           conf == "P12" |
           conf == "P10")

After, in this code selection, our group creates a new column “conf_winner” for all the Conference Winners from 2008 to 2023. There were a total of 96 conference winners between 2008 and 2023 for the Power 6 Conferences. We created a binary variable. 1 = conference winner 0 = non a conference winner

team.df2024 <- team.df2024 %>%
  mutate(conf_winner = ifelse(team == "Purdue" & year == 2023 |
                                team == "Kansas" & year == 2023 |
                                team == "Miami FL" & year == 2023 |
                                team == "Marquette" & year == 2023 |
                                team == "Alabama" & year == 2023 |
                                team == "UCLA" & year == 2023 |
                                team == "Wisconsin" & year == 2022 |
                                team == "Michigan" & year == 2021 |
                                team == "Maryland" & year == 2020 |
                                team == "Michigan St." & year == 2019 |
                                team == "Michigan St." & year == 2018 |
                                team == "Purdue" & year == 2017 |
                                team == "Indiana" & year == 2016 |
                                team == "Wisconsin" & year == 2015 |
                                team == "Michigan" & year == 2014 |
                                team == "Indiana" & year == 2013 |
                                team == "Ohio St." & year == 2012 |
                                team == "Ohio St." & year == 2011 |
                                team == "Ohio St." & year == 2010 |
                                team == "Michigan St." & year == 2009 |
                                team == "Wisconsin" & year == 2008 |
                                team == "Kansas" & year == 2022 |
                                team == "Baylor" & year == 2021 |
                                team == "Kansas" & year == 2020 |
                                team == "Texas Tech" & year == 2019 |
                                team == "Kansas" & year == 2018 |
                                team == "Kansas" & year == 2017 |
                                team == "Kansas" & year == 2016 |
                                team == "Kansas" & year == 2015 |
                                team == "Kansas" & year == 2014 |
                                team == "Kansas St." & year == 2013 |
                                team == "Kansas" & year == 2012 |
                                team == "Kansas" & year == 2011 |
                                team == "Kansas" & year == 2010 |
                                team == "Kansas" & year == 2009 |
                                team == "Texas" & year == 2008 |
                                team == "Duke" & year == 2022 |
                                team == "Virginia" & year == 2021 |
                                team == "Florida St." & year == 2020 |
                                team == "Virginia" & year == 2019 |
                                team == "Virginia" & year == 2018 |
                                team == "North Carolina" & year == 2017 |
                                team == "North Carolina" & year == 2016 |
                                team == "Virginia" & year == 2015 |
                                team == "Virginia" & year == 2014 |
                                team == "Miami FL" & year == 2013 |
                                team == "North Carolina" & year == 2012 |
                                team == "North Carolina" & year == 2011 | 
                                team == "Duke" & year == 2010 |
                                team == "North Carolina" & year == 2009 |
                                team == "North Carolina" & year == 2008 |
                                team == "Providence" & year == 2022 |
                                team == "Villanova" & year == 2021 |
                                team == "Creighton" & year == 2020 |
                                team == "Villanova" & year == 2019 |
                                team == "Xavier" & year == 2018 |
                                team == "Villanova" & year == 2017 |
                                team == "Villanova" & year == 2016 |
                                team == "Villanova" & year == 2015 |
                                team == "Villanova" & year == 2014 |
                                team == "Louisville" & year == 2013 |
                                team == "Louisville" & year == 2012 |
                                team == "Pittsburgh" & year == 2011 |
                                team == "Syracuse" & year == 2010 |
                                team == "Louisville" & year == 2009 |
                                team == "Georgetown" & year == 2008 |
                                team == "Auburn" & year == 2022 |
                                team == "Alabama" & year == 2021 |
                                team == "Kentucky" & year == 2020 |
                                team == "LSU" & year == 2019 |
                                team == "Tennessee" & year == 2018 |
                                team == "Kentucky" & year == 2017 |
                                team == "Texas A&M" & year == 2016 |
                                team == "Kentucky" & year == 2015 |
                                team == "Florida" & year == 2014 |
                                team == "Florida" & year == 2013 |
                                team == "Kentucky" & year == 2012 |
                                team == "Florida" & year == 2011 |
                                team == "Kentucky" & year == 2010 |
                                team == "LSU" & year == 2009 |
                                team == "Tennessee" & year == 2008 |
                                team == "Arizona" & year == 2022 |
                                team == "Oregon" & year == 2021 |
                                team == "Oregon" & year == 2020 |
                                team == "Washington" & year == 2019 |
                                team == "Arizona" & year == 2018 |
                                team == "Oregon" & year == 2017 |
                                team == "Oregon" & year == 2016 |
                                team == "Arizona" & year == 2015 |
                                team == "Arizona" & year == 2014 |
                                team == "UCLA" & year == 2013 |
                                team == "Washington" & year == 2012 |
                                team == "Arizona" & year == 2011 |
                                team == "California" & year == 2010 | 
                                team == "Washington" & year == 2009 |
                                team == "UCLA" & year == 2008, 1 , 0))

Here is a description of all the columns that we selected in the code below.

team - team conf - conference that the team played in for that year year - corresponds to all the data for that team in a specific year conf_winner - conference winner barthag - Power Ranking (Chance of beating the average D1 team) barthag_rk - Barthag rank for specific year adj_o - Adjusted Offensive Efficiency adj_o_rk - Adjusted Offensive rank for specific year adj_d - Adjusted Defensive Efficiency adj_d_rk - Adjusted Defensive rank for specific year adj_t - Adjusted Tempo adj_t_rk - Adjusted Tempo rank for specific year wab - Wins Above Bubble nc_elite_sos - Non-conference elite strength of schedule (Quad 1) nc_fut_sos - Non-conference projected average Barthag rating of opponents. nc_cur_sos - Non-conference current average Barthag rating of opponents. ov_elite_sos - Overall elite strength of Schedule (Quad 1) ov_fut_sos - overall projected average Barthag rating of opponents. ov_cur_sos - overall current average Barthag rating of opponents eFG - Effective Field Goal % eFGD. - Defensive Effective Field Goal % FTRate - Free Throw Rate FTRateD - Defensive Free Throw Rate TOVper - Turnover Percentage TOVperD - Turnover Percentage Defense Orebper - Offensive Rebound Percentage OpORebper - Opponent Offensive Rebound Percentage RawT - Raw Tempo twoPper - 2 Point Percentage twoPperD - 2 Point Percentage Defense threePper - 3 Point Percentage threePperD - 3 Point Percentage Defense Blkper - Block Percentage Blkedper - Block Percentage Defense Astper - Assist Percentage OpAstper - Opponent Assist Percentage threePRate - Three Point Rate threePRateD - Three Point Rate Defense Adj.T - Adjusted Tempo Defense, AvgHgt - Average Height EffHgt - Effective Height Exp - Experience on the team Talent - Talent on the team based on recruiting rankings FTper - Free Throw Percentage Op.Ftper - Opponent Free Throw Percentage PPPOff - Offensive Points Per Possession PPPDef - Defensive Point per Possession EliteSOS - Elite Strength of Schedule (Quad 1)

team.df2024 <- team.df2024 %>%
  select(team, year, conf, conf_winner, barthag, barthag_rk, adj_o, adj_o_rk, adj_d, adj_d_rk, adj_t, adj_t_rk, wab, nc_elite_sos, nc_fut_sos, nc_cur_sos, ov_elite_sos, ov_fut_sos, ov_cur_sos, eFG, eFGD., FTRate, FTRateD, TOVper, TOVperD, Orebper, OpORebper, RawT, twoPper, twoPperD, threePper, threePperD, Blkper, Blkedper, Astper, OpAstper, threePRate, threePRateD, Adj.T, AvgHgt, EffHgt, Exp, Talent, Ftper, Op.Ftper, PPPOff, PPPDef, EliteSOS )
summary(team.df2024)
##      team                year          conf            conf_winner     
##  Length:1192        Min.   :2008   Length:1192        Min.   :0.00000  
##  Class :character   1st Qu.:2012   Class :character   1st Qu.:0.00000  
##  Mode  :character   Median :2016   Mode  :character   Median :0.00000  
##                     Mean   :2016                      Mean   :0.08054  
##                     3rd Qu.:2020                      3rd Qu.:0.00000  
##                     Max.   :2023                      Max.   :1.00000  
##     barthag         barthag_rk         adj_o           adj_o_rk     
##  Min.   :0.2027   Min.   :  1.00   Min.   : 88.65   Min.   :  1.00  
##  1st Qu.:0.7280   1st Qu.: 23.00   1st Qu.:106.07   1st Qu.: 24.00  
##  Median :0.8284   Median : 49.00   Median :110.08   Median : 55.50  
##  Mean   :0.7931   Mean   : 61.15   Mean   :110.05   Mean   : 75.41  
##  3rd Qu.:0.8945   3rd Qu.: 85.00   3rd Qu.:114.05   3rd Qu.:107.00  
##  Max.   :0.9842   Max.   :295.00   Max.   :129.06   Max.   :329.00  
##      adj_d           adj_d_rk          adj_t          adj_t_rk    
##  Min.   : 83.98   Min.   :  1.00   Min.   :57.93   Min.   :  1.0  
##  1st Qu.: 93.27   1st Qu.: 26.75   1st Qu.:65.36   1st Qu.: 94.0  
##  Median : 96.19   Median : 58.00   Median :67.24   Median :177.5  
##  Mean   : 96.14   Mean   : 70.97   Mean   :67.25   Mean   :178.5  
##  3rd Qu.: 99.09   3rd Qu.:103.00   3rd Qu.:69.28   3rd Qu.:265.0  
##  Max.   :109.88   Max.   :305.00   Max.   :78.17   Max.   :360.0  
##       wab            nc_elite_sos     nc_fut_sos       nc_cur_sos    
##  Min.   :-16.8243   Min.   : 1.00   Min.   :0.1130   Min.   :0.1130  
##  1st Qu.: -4.0252   1st Qu.:14.00   1st Qu.:0.4549   1st Qu.:0.4549  
##  Median : -0.2096   Median :18.00   Median :0.5044   Median :0.5048  
##  Mean   : -0.3653   Mean   :17.92   Mean   :0.5045   Mean   :0.5045  
##  3rd Qu.:  3.3539   3rd Qu.:22.00   3rd Qu.:0.5608   3rd Qu.:0.5608  
##  Max.   : 13.0890   Max.   :35.00   Max.   :0.7726   Max.   :0.7726  
##   ov_elite_sos     ov_fut_sos       ov_cur_sos          eFG       
##  Min.   :17.00   Min.   :0.5329   Min.   :0.5329   Min.   :41.70  
##  1st Qu.:28.00   1st Qu.:0.6593   1st Qu.:0.6593   1st Qu.:48.60  
##  Median :31.00   Median :0.6895   Median :0.6895   Median :50.40  
##  Mean   :30.42   Mean   :0.6875   Mean   :0.6875   Mean   :50.52  
##  3rd Qu.:33.00   3rd Qu.:0.7167   3rd Qu.:0.7167   3rd Qu.:52.30  
##  Max.   :42.00   Max.   :0.8359   Max.   :0.8359   Max.   :59.80  
##      eFGD.           FTRate         FTRateD          TOVper     
##  Min.   :39.60   Min.   :19.60   Min.   :19.10   Min.   :12.40  
##  1st Qu.:46.50   1st Qu.:31.48   1st Qu.:28.98   1st Qu.:17.00  
##  Median :48.10   Median :35.10   Median :32.60   Median :18.40  
##  Mean   :48.23   Mean   :35.31   Mean   :32.92   Mean   :18.39  
##  3rd Qu.:49.90   3rd Qu.:38.70   3rd Qu.:36.50   3rd Qu.:19.70  
##  Max.   :56.90   Max.   :54.10   Max.   :56.90   Max.   :27.00  
##     TOVperD         Orebper        OpORebper          RawT      
##  Min.   :12.80   Min.   :17.70   Min.   :21.60   Min.   :57.20  
##  1st Qu.:17.50   1st Qu.:29.20   1st Qu.:28.10   1st Qu.:65.50  
##  Median :18.95   Median :31.90   Median :30.20   Median :67.60  
##  Mean   :19.11   Mean   :31.85   Mean   :30.19   Mean   :67.53  
##  3rd Qu.:20.60   3rd Qu.:34.70   3rd Qu.:32.20   3rd Qu.:69.70  
##  Max.   :28.00   Max.   :43.60   Max.   :40.30   Max.   :78.00  
##     twoPper         twoPperD       threePper       threePperD   
##  Min.   :40.90   Min.   :37.70   Min.   :26.60   Min.   :26.50  
##  1st Qu.:47.80   1st Qu.:45.20   1st Qu.:32.67   1st Qu.:32.00  
##  Median :49.70   Median :47.10   Median :34.60   Median :33.40  
##  Mean   :49.82   Mean   :47.17   Mean   :34.56   Mean   :33.51  
##  3rd Qu.:51.70   3rd Qu.:49.10   3rd Qu.:36.30   3rd Qu.:34.92  
##  Max.   :59.20   Max.   :56.90   Max.   :43.40   Max.   :40.80  
##      Blkper         Blkedper          Astper         OpAstper    
##  Min.   : 3.80   Min.   : 4.100   Min.   :37.30   Min.   :39.40  
##  1st Qu.: 8.80   1st Qu.: 8.075   1st Qu.:50.38   1st Qu.:48.77  
##  Median :10.50   Median : 9.100   Median :53.60   Median :52.00  
##  Mean   :10.71   Mean   : 9.185   Mean   :53.81   Mean   :52.27  
##  3rd Qu.:12.50   3rd Qu.:10.100   3rd Qu.:57.02   3rd Qu.:55.40  
##  Max.   :20.90   Max.   :16.300   Max.   :71.60   Max.   :73.80  
##    threePRate    threePRateD        Adj.T           AvgHgt          EffHgt     
##  Min.   :20.3   Min.   :23.10   Min.   :56.49   Min.   :74.12   Min.   :77.33  
##  1st Qu.:31.0   1st Qu.:32.40   1st Qu.:64.51   1st Qu.:76.96   1st Qu.:80.05  
##  Median :34.4   Median :35.00   Median :66.48   Median :77.46   Median :80.59  
##  Mean   :34.6   Mean   :35.13   Mean   :66.46   Mean   :77.47   Mean   :80.63  
##  3rd Qu.:38.0   3rd Qu.:37.73   3rd Qu.:68.49   3rd Qu.:77.98   3rd Qu.:81.20  
##  Max.   :53.5   Max.   :50.30   Max.   :77.31   Max.   :80.10   Max.   :83.44  
##       Exp            Talent           Ftper          Op.Ftper    
##  Min.   :0.189   Min.   : 8.257   Min.   :58.20   Min.   :62.50  
##  1st Qu.:1.349   1st Qu.:48.153   1st Qu.:68.10   1st Qu.:68.58  
##  Median :1.643   Median :59.741   Median :70.70   Median :70.20  
##  Mean   :1.620   Mean   :59.510   Mean   :70.66   Mean   :70.12  
##  3rd Qu.:1.899   3rd Qu.:72.250   3rd Qu.:73.30   3rd Qu.:71.70  
##  Max.   :2.733   Max.   :95.962   Max.   :83.00   Max.   :77.60  
##      PPPOff          PPPDef          EliteSOS    
##  Min.   :0.857   Min.   :0.8440   Min.   :17.50  
##  1st Qu.:1.016   1st Qu.:0.9660   1st Qu.:27.35  
##  Median :1.056   Median :0.9980   Median :30.12  
##  Mean   :1.055   Mean   :0.9981   Mean   :30.02  
##  3rd Qu.:1.095   3rd Qu.:1.0303   3rd Qu.:32.93  
##  Max.   :1.226   Max.   :1.1630   Max.   :42.46

Visuals

#Correlation Bar Plot
correlation <- c(
cor(team.df2024$adj_d, team.df2024$conf_winner),
cor(team.df2024$adj_o, team.df2024$conf_winner),
cor(team.df2024$adj_t, team.df2024$conf_winner),
cor(team.df2024$barthag, team.df2024$conf_winner),
cor(team.df2024$eFG, team.df2024$conf_winner),
cor(team.df2024$eFGD., team.df2024$conf_winner),
cor(team.df2024$AvgHgt, team.df2024$conf_winner),
cor(team.df2024$Exp, team.df2024$conf_winner),
cor(team.df2024$Talent, team.df2024$conf_winner),
cor(team.df2024$PPPOff, team.df2024$conf_winner),
cor(team.df2024$PPPDef, team.df2024$conf_winner),
cor(team.df2024$threePRate, team.df2024$conf_winner),
cor(team.df2024$twoPper, team.df2024$conf_winner))
labels <- c("ADJ O", "Adj D", "AdjTempo", "BARTHAG","eFG", "eFG D", "Avg Hgt",
"Exp", "Talent", "PPP Off", "PPP Def", "ThreePRate", "TwoPper")
par(mfrow = c(2,2))
barplot(correlation ~ labels, ann=FALSE, las=3, cex.names = 0.8)

Overall Dataset

In this section, our group is splitting the “team.df2024” dataframe into a training set (80%) and validation set (20%)

RNGkind(sample.kind="Rounding")
## Warning in RNGkind(sample.kind = "Rounding"): non-uniform 'Rounding' sampler
## used
set.seed(123)

train.index <- sample(c(1:dim(team.df2024)[1]), dim(team.df2024)[1]*0.8)  
ovr_train.df <- team.df2024[train.index, ]
ovr_valid.df <- team.df2024[-train.index, ]
head(ovr_train.df)
##           team year conf conf_winner  barthag barthag_rk   adj_o adj_o_rk
## 1:        Iowa 2011  B10           0 0.741055         78 104.110      117
## 2:   Tennessee 2016  SEC           0 0.715373         93 110.535       63
## 3:    Miami FL 2012  ACC           0 0.822847         45 109.978       43
## 4:  Vanderbilt 2019  SEC           0 0.495138        161 101.145      239
## 5: Wake Forest 2023  ACC           0 0.743164         85 111.366       53
## 6:    Arkansas 2014  SEC           0 0.830256         42 110.631       69
##       adj_d adj_d_rk   adj_t adj_t_rk        wab nc_elite_sos nc_fut_sos
## 1:  95.0131       51 67.9542      104 -6.6027128           13     0.4692
## 2: 102.0220      137 69.9540      119 -5.8353720           22     0.5670
## 3:  96.2291       73 64.2462      266 -0.1467740           20     0.5572
## 4: 101.3160      111 67.3877      181 -9.0892925           19     0.4832
## 5: 101.5370      120 69.4420       65 -3.0114352           15     0.4876
## 6:  96.3665       42 72.8248        7  0.0547238           15     0.4700
##    nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos  eFG eFGD. FTRate FTRateD
## 1:     0.4692           34     0.7154     0.7154 48.1  50.0   34.5    28.0
## 2:     0.5670           29     0.6875     0.6875 48.0  48.5   34.1    37.3
## 3:     0.5572           27     0.6534     0.6534 49.7  47.8   33.3    33.0
## 4:     0.4832           32     0.6926     0.6926 48.6  49.5   40.6    33.3
## 5:     0.4876           24     0.6326     0.6326 54.2  51.6   32.1    26.7
## 6:     0.4700           24     0.6392     0.6392 50.1  46.2   40.2    43.0
##    TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1:   21.3    21.2    34.5      32.3 67.1    48.5     50.1      31.4       33.2
## 2:   15.8    17.3    32.1      34.5 70.9    47.4     47.1      32.7       34.2
## 3:   17.4    19.9    32.5      33.0 65.0    48.0     47.2      35.0       32.6
## 4:   20.5    16.4    29.0      29.3 68.9    50.0     48.0      31.1       34.9
## 5:   17.1    17.3    24.8      26.6 70.1    54.0     51.0      36.4       35.0
## 6:   15.7    23.2    31.8      36.6 72.4    48.0     43.6      36.2       34.6
##    Blkper Blkedper Astper OpAstper threePRate threePRateD  Adj.T AvgHgt EffHgt
## 1:    8.0      8.3   55.2     60.7       26.7        36.5 66.528 77.455 79.457
## 2:   11.5      8.9   51.5     53.2       36.2        34.9 69.071 75.858 77.438
## 3:    9.8     10.2   48.2     52.7       37.8        34.7 63.172 76.944 80.741
## 4:   10.4     11.3   50.4     47.2       42.2        35.6 66.792 78.546 81.125
## 5:    7.4     11.9   50.6     46.2       45.4        38.6 69.442 78.089 82.812
## 6:   13.8      7.5   56.1     48.3       33.2        31.0 70.856 77.384 80.340
##      Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.355 55.751  67.6     74.0  0.995  1.007   33.036
## 2: 1.928 44.103  72.5     69.1  1.060  1.060   28.524
## 3: 1.796 55.057  72.1     68.3  1.062  0.994   26.253
## 4: 1.226 73.578  67.3     71.6  0.985  1.046   32.256
## 5: 1.777 27.281  74.6     71.9  1.085  1.045   23.701
## 6: 1.736 47.156  72.6     69.7  1.092  0.972   24.102
head(ovr_valid.df)
##       team year conf conf_winner  barthag barthag_rk   adj_o adj_o_rk    adj_d
## 1: Alabama 2010  SEC           0 0.823017         59 107.599       73  94.1384
## 2: Alabama 2017  SEC           0 0.814167         54 104.403      153  91.8166
## 3: Alabama 2021  SEC           1 0.927824          9 111.964       32  89.6675
## 4: Arizona 2009  P10           0 0.860972         40 117.724        5 100.4630
## 5: Arizona 2016  P12           0 0.902179         21 116.056       22  95.6681
## 6: Arizona 2018  P12           1 0.852757         34 116.976       16 100.4070
##    adj_d_rk   adj_t adj_t_rk        wab nc_elite_sos nc_fut_sos nc_cur_sos
## 1:       51 65.3116      262 -3.9700103           21     0.5267     0.5267
## 2:       10 66.5806      301 -1.8701599           17     0.5006     0.5006
## 3:        3 73.3149       11  6.8784650           23     0.6789     0.6789
## 4:      155 65.6669      220  0.7521574           22     0.5741     0.5741
## 5:       35 69.0497      164  3.4021828           15     0.4840     0.4840
## 6:       94 68.3056      229  3.8157585           20     0.5726     0.5726
##    ov_elite_sos ov_fut_sos ov_cur_sos  eFG eFGD. FTRate FTRateD TOVper TOVperD
## 1:           28     0.6685     0.6685 49.0  47.7   34.3    36.5   19.5    21.2
## 2:           27     0.6600     0.6600 48.2  46.1   39.1    39.9   20.4    19.8
## 3:           32     0.7728     0.7728 51.7  45.8   28.8    30.7   18.6    20.5
## 4:           36     0.7415     0.7415 53.0  51.0   37.5    25.1   19.4    18.4
## 5:           27     0.6626     0.6626 53.6  46.2   43.8    29.3   18.2    16.0
## 6:           23     0.6526     0.6526 56.3  49.9   36.9    31.2   17.5    16.7
##    Orebper OpORebper RawT twoPper twoPperD threePper threePperD Blkper Blkedper
## 1:    35.0      34.2 65.7    47.6     47.7      35.0       31.8   10.9     10.1
## 2:    34.1      26.6 67.4    48.7     44.2      31.7       33.3   11.6      8.3
## 3:    32.2      29.2 74.5    50.7     46.8      35.2       29.1   10.5     14.2
## 4:    35.9      34.4 64.8    51.0     50.0      38.7       34.9    8.7      6.0
## 5:    35.0      24.9 69.9    52.2     45.7      38.1       31.6   11.3      8.4
## 6:    33.2      25.1 68.7    56.7     47.7      36.9       35.8   12.0      6.8
##    Astper OpAstper threePRate threePRateD  Adj.T AvgHgt EffHgt   Exp Talent
## 1:   54.2     48.6       27.9        32.9 63.798 76.473 80.213 1.865 57.685
## 2:   48.2     43.4       37.2        34.0 65.203 78.020 80.615 1.535 58.334
## 3:   50.0     43.8       46.5        34.3 73.315 77.695 80.152 1.841 70.270
## 4:   55.7     61.8       29.0        41.0 64.539 77.277 80.600 1.402 80.614
## 5:   51.3     48.3       29.4        31.3 68.166 78.309 82.474 2.016 66.359
## 6:   52.6     49.8       32.0        35.6 67.092 78.636 83.380 1.510 82.727
##    Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1:  70.7     66.4  1.042  0.986   27.620
## 2:  65.3     67.1  1.002  0.946   26.644
## 3:  70.8     68.9  1.065  0.937   32.282
## 4:  73.8     69.0  1.109  1.062   35.012
## 5:  72.1     71.3  1.128  0.966   26.100
## 6:  76.1     73.4  1.156  1.029   22.661

Logistic Regression

options(scipen = 999)
OVR_lm <- glm(conf_winner ~  barthag + barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS, data = ovr_train.df, family = "binomial", na.action = na.exclude)
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
OVR_lm
## 
## Call:  glm(formula = conf_winner ~ barthag + barthag_rk + adj_o_rk + 
##     adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + 
##     nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS, family = "binomial", data = ovr_train.df, 
##     na.action = na.exclude)
## 
## Coefficients:
##  (Intercept)       barthag    barthag_rk      adj_o_rk         adj_o  
##   93.3384459     0.7332523     0.0184713    -0.0464805    -0.3847560  
##        adj_d      adj_d_rk         adj_t      adj_t_rk           wab  
##   -0.4315326     0.0271005     0.5705428    -0.0007931     0.9048943  
## nc_elite_sos    nc_fut_sos    nc_cur_sos  ov_elite_sos    ov_fut_sos  
##    0.1729033    27.3078538   -43.4600506    -1.5014051    86.9025768  
##   ov_cur_sos           eFG         eFGD.        FTRate       FTRateD  
##           NA    -0.3377912     3.4377598    -0.0868396     0.0792658  
##       TOVper       TOVperD       Orebper     OpORebper          RawT  
##   -0.0799813    -1.2203510     0.3105938     0.6464165     0.2526630  
##      twoPper      twoPperD     threePper    threePperD        Blkper  
##    0.4762343    -1.2665464     0.3959209    -0.9857589    -0.1204266  
##     Blkedper        Astper      OpAstper    threePRate   threePRateD  
##    0.2730084    -0.0018352    -0.1233204    -0.0554349     0.1895060  
##        Adj.T        AvgHgt        EffHgt           Exp        Talent  
##   -1.0480954    -0.7105286    -0.1165763    -1.2289193    -0.0057056  
##        Ftper      Op.Ftper        PPPOff        PPPDef      EliteSOS  
##    0.1280423     0.1846920    11.6077220   -92.7486738     0.5052653  
## 
## Degrees of Freedom: 952 Total (i.e. Null);  909 Residual
## Null Deviance:       520.3 
## Residual Deviance: 176.3     AIC: 264.3

In the code above, we created a logistic regression that is predicting the binary outcome variable ‘conf_winner’ using all of the predictor independent variables listed in the formula above. Each coefficient represents the change in the log-odds of the response variable for a one-unit change in the corresponding variable if all the other variables are constant. Negative coefficients represent a negative relationship with the log-odds of being a conference winner. Positive coefficients represent a positive relationship with the log-odds of being a conference winner. There are 952 degrees of freedom for the null model and 909 degrees of freedom for the residual model. The null deviance is 520.3 which represents the deviance of the null model. The residual deviance is 176.3 which represents the deviance of the model with no predictors. The smaller the null deviance and residual deviance indicate a better fitted model. The AIC is 264.3 which is relatively low and indicates a better fitted model if the score is low.

# Make predictions on the validation dataset
ovr_predictions <- predict(OVR_lm, newdata = ovr_valid.df, type = "response")

# Convert predicted probabilities to class labels (0 or 1) based on a threshold (e.g., 0.5)
ovr_predicted_classes <- ifelse(ovr_predictions > 0.5, 1, 0)

# Create a confusion matrix
ovr_conf_matrix <- confusionMatrix(as.factor(ovr_valid.df$conf_winner), as.factor(ovr_predicted_classes), positive= '1')

# Print the confusion matrix
print(ovr_conf_matrix)
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction   0   1
##          0 203  14
##          1  11  11
##                                           
##                Accuracy : 0.8954          
##                  95% CI : (0.8495, 0.9312)
##     No Information Rate : 0.8954          
##     P-Value [Acc > NIR] : 0.5530          
##                                           
##                   Kappa : 0.4103          
##                                           
##  Mcnemar's Test P-Value : 0.6892          
##                                           
##             Sensitivity : 0.44000         
##             Specificity : 0.94860         
##          Pos Pred Value : 0.50000         
##          Neg Pred Value : 0.93548         
##              Prevalence : 0.10460         
##          Detection Rate : 0.04603         
##    Detection Prevalence : 0.09205         
##       Balanced Accuracy : 0.69430         
##                                           
##        'Positive' Class : 1               
## 
#calc specificity, etc.

In the outcome above, the model demonstrates high overall accuracy (89.54%), but sensitivity is relatively low (44%). This suggests that the model is less effective at correctly identifying instances of the positive class. The Kappa statistic accounts for agreement by chance and is 0.4103, indicating moderate agreement. Mcnemar’s Test P-Value is 0.6892, suggesting no significant difference in errors between the model and the reference. Further evaluation and potential model improvement may be needed, especially if correctly identifying positive cases is crucial for the application.

Backward Selection

OVR_lm.backward <- step(OVR_lm, direction = 'backward')
## Start:  AIC=264.3
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=264.3
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - nc_fut_sos    1   176.30 262.30
## - nc_cur_sos    1   176.30 262.30
## - barthag       1   176.30 262.30
## - Astper        1   176.31 262.31
## - TOVper        1   176.31 262.31
## - adj_t_rk      1   176.32 262.32
## - PPPOff        1   176.34 262.34
## - barthag_rk    1   176.36 262.36
## - eFG           1   176.38 262.38
## - Talent        1   176.39 262.39
## - EffHgt        1   176.44 262.44
## - FTRateD       1   176.65 262.65
## - Orebper       1   176.90 262.90
## - RawT          1   176.92 262.92
## - threePRate    1   176.93 262.93
## - threePper     1   176.97 262.97
## - twoPper       1   176.98 262.98
## - Ftper         1   177.11 263.11
## - EliteSOS      1   177.25 263.25
## - Blkper        1   177.28 263.28
## - FTRate        1   177.31 263.31
## - Op.Ftper      1   177.34 263.34
## - adj_t         1   177.41 263.41
## - PPPDef        1   177.73 263.73
## - OpORebper     1   177.89 263.89
## - adj_d         1   178.00 264.00
## - TOVperD       1   178.03 264.02
## - twoPperD      1   178.05 264.05
## - threePperD    1   178.14 264.14
## - adj_d_rk      1   178.30 264.30
## <none>              176.30 264.30
## - adj_o         1   178.47 264.47
## - Blkedper      1   178.53 264.53
## - nc_elite_sos  1   178.99 264.99
## - AvgHgt        1   179.70 265.70
## - Exp           1   179.83 265.83
## - OpAstper      1   180.09 266.09
## - eFGD.         1   180.18 266.18
## - threePRateD   1   180.74 266.74
## - adj_o_rk      1   180.81 266.81
## - Adj.T         1   181.01 267.01
## - ov_elite_sos  1   185.44 271.44
## - ov_fut_sos    1   191.40 277.40
## - wab           1   226.16 312.15
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=262.3
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_cur_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - barthag       1   176.30 260.30
## - Astper        1   176.31 260.31
## - TOVper        1   176.31 260.31
## - adj_t_rk      1   176.32 260.32
## - PPPOff        1   176.34 260.34
## - barthag_rk    1   176.36 260.36
## - eFG           1   176.38 260.38
## - Talent        1   176.39 260.39
## - EffHgt        1   176.44 260.44
## - FTRateD       1   176.65 260.65
## - Orebper       1   176.90 260.90
## - RawT          1   176.92 260.92
## - threePRate    1   176.93 260.93
## - threePper     1   176.97 260.97
## - twoPper       1   176.98 260.98
## - Ftper         1   177.11 261.11
## - EliteSOS      1   177.25 261.25
## - Blkper        1   177.28 261.28
## - FTRate        1   177.31 261.31
## - Op.Ftper      1   177.34 261.34
## - adj_t         1   177.41 261.41
## - PPPDef        1   177.73 261.73
## - OpORebper     1   177.89 261.89
## - adj_d         1   178.00 262.00
## - TOVperD       1   178.03 262.02
## - twoPperD      1   178.05 262.05
## - threePperD    1   178.14 262.14
## - adj_d_rk      1   178.30 262.30
## <none>              176.30 262.30
## - adj_o         1   178.47 262.47
## - Blkedper      1   178.53 262.53
## - nc_cur_sos    1   178.67 262.67
## - nc_elite_sos  1   178.99 262.99
## - AvgHgt        1   179.70 263.70
## - Exp           1   179.83 263.83
## - OpAstper      1   180.09 264.09
## - eFGD.         1   180.18 264.18
## - threePRateD   1   180.74 264.74
## - adj_o_rk      1   180.81 264.81
## - Adj.T         1   181.01 265.01
## - ov_elite_sos  1   185.44 269.44
## - ov_fut_sos    1   191.40 275.40
## - wab           1   226.16 310.16
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=260.3
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Astper        1   176.31 258.31
## - TOVper        1   176.31 258.31
## - adj_t_rk      1   176.32 258.32
## - PPPOff        1   176.34 258.34
## - eFG           1   176.38 258.38
## - Talent        1   176.39 258.39
## - EffHgt        1   176.44 258.44
## - barthag_rk    1   176.44 258.44
## - FTRateD       1   176.65 258.65
## - Orebper       1   176.90 258.90
## - RawT          1   176.92 258.92
## - threePRate    1   176.94 258.94
## - threePper     1   176.98 258.98
## - twoPper       1   176.99 258.99
## - Ftper         1   177.11 259.11
## - EliteSOS      1   177.25 259.25
## - FTRate        1   177.31 259.31
## - Blkper        1   177.31 259.31
## - Op.Ftper      1   177.35 259.35
## - adj_t         1   177.44 259.44
## - PPPDef        1   177.75 259.75
## - OpORebper     1   177.92 259.92
## - twoPperD      1   178.05 260.05
## - TOVperD       1   178.05 260.05
## - threePperD    1   178.14 260.14
## <none>              176.30 260.30
## - adj_d_rk      1   178.32 260.32
## - Blkedper      1   178.53 260.53
## - nc_cur_sos    1   178.70 260.70
## - adj_o         1   178.93 260.93
## - adj_d         1   178.97 260.97
## - nc_elite_sos  1   179.02 261.02
## - AvgHgt        1   179.72 261.72
## - Exp           1   179.83 261.83
## - OpAstper      1   180.09 262.09
## - eFGD.         1   180.19 262.19
## - threePRateD   1   180.76 262.76
## - adj_o_rk      1   180.94 262.94
## - Adj.T         1   181.07 263.07
## - ov_elite_sos  1   185.47 267.47
## - ov_fut_sos    1   191.41 273.41
## - wab           1   226.54 308.54
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=258.31
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - TOVper        1   176.32 256.32
## - adj_t_rk      1   176.33 256.33
## - PPPOff        1   176.34 256.34
## - eFG           1   176.38 256.38
## - Talent        1   176.39 256.39
## - EffHgt        1   176.44 256.44
## - barthag_rk    1   176.45 256.45
## - FTRateD       1   176.66 256.66
## - Orebper       1   176.91 256.91
## - RawT          1   176.92 256.92
## - threePRate    1   176.94 256.94
## - threePper     1   176.98 256.98
## - twoPper       1   176.99 256.99
## - Ftper         1   177.12 257.12
## - EliteSOS      1   177.28 257.27
## - Blkper        1   177.34 257.34
## - Op.Ftper      1   177.35 257.35
## - FTRate        1   177.36 257.36
## - adj_t         1   177.45 257.45
## - PPPDef        1   177.75 257.75
## - OpORebper     1   177.93 257.93
## - twoPperD      1   178.06 258.06
## - TOVperD       1   178.06 258.06
## - threePperD    1   178.15 258.15
## <none>              176.31 258.31
## - adj_d_rk      1   178.32 258.32
## - Blkedper      1   178.55 258.55
## - nc_cur_sos    1   178.70 258.70
## - adj_o         1   178.93 258.93
## - adj_d         1   178.97 258.97
## - nc_elite_sos  1   179.02 259.02
## - AvgHgt        1   179.77 259.77
## - Exp           1   179.89 259.89
## - eFGD.         1   180.20 260.20
## - OpAstper      1   180.63 260.63
## - threePRateD   1   180.78 260.78
## - adj_o_rk      1   180.94 260.94
## - Adj.T         1   181.10 261.10
## - ov_elite_sos  1   185.55 265.55
## - ov_fut_sos    1   191.45 271.45
## - wab           1   226.77 306.77
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=256.32
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - adj_t_rk      1   176.34 254.34
## - Talent        1   176.41 254.41
## - EffHgt        1   176.44 254.44
## - barthag_rk    1   176.46 254.46
## - eFG           1   176.55 254.55
## - FTRateD       1   176.68 254.68
## - PPPOff        1   176.85 254.85
## - RawT          1   176.94 254.94
## - threePper     1   176.99 254.99
## - twoPper       1   177.01 255.01
## - EliteSOS      1   177.33 255.33
## - Blkper        1   177.34 255.34
## - Op.Ftper      1   177.38 255.38
## - threePRate    1   177.38 255.38
## - adj_t         1   177.46 255.46
## - PPPDef        1   177.91 255.91
## - twoPperD      1   178.06 256.06
## - threePperD    1   178.15 256.15
## - OpORebper     1   178.19 256.19
## - TOVperD       1   178.31 256.31
## <none>              176.32 256.32
## - adj_d_rk      1   178.32 256.32
## - Blkedper      1   178.55 256.55
## - nc_cur_sos    1   178.71 256.71
## - Ftper         1   178.72 256.73
## - adj_o         1   178.93 256.93
## - adj_d         1   178.97 256.97
## - nc_elite_sos  1   179.03 257.03
## - FTRate        1   179.08 257.08
## - AvgHgt        1   179.81 257.81
## - Exp           1   179.89 257.89
## - eFGD.         1   180.50 258.50
## - OpAstper      1   180.63 258.63
## - threePRateD   1   180.99 258.99
## - adj_o_rk      1   181.04 259.04
## - Adj.T         1   181.12 259.12
## - Orebper       1   184.30 262.30
## - ov_elite_sos  1   185.77 263.77
## - ov_fut_sos    1   191.51 269.51
## - wab           1   227.11 305.11
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=254.34
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Talent        1   176.43 252.43
## - EffHgt        1   176.46 252.46
## - barthag_rk    1   176.48 252.48
## - eFG           1   176.57 252.57
## - FTRateD       1   176.70 252.70
## - PPPOff        1   176.88 252.88
## - RawT          1   176.98 252.98
## - threePper     1   177.02 253.02
## - twoPper       1   177.04 253.04
## - EliteSOS      1   177.34 253.34
## - Blkper        1   177.37 253.37
## - Op.Ftper      1   177.41 253.41
## - threePRate    1   177.47 253.47
## - adj_t         1   177.58 253.58
## - PPPDef        1   177.93 253.93
## - twoPperD      1   178.12 254.12
## - threePperD    1   178.21 254.21
## - OpORebper     1   178.22 254.22
## - TOVperD       1   178.31 254.31
## <none>              176.34 254.34
## - Blkedper      1   178.57 254.57
## - adj_d_rk      1   178.59 254.59
## - Ftper         1   178.74 254.74
## - nc_cur_sos    1   178.77 254.77
## - adj_o         1   178.97 254.97
## - FTRate        1   179.08 255.08
## - nc_elite_sos  1   179.10 255.10
## - adj_d         1   179.11 255.11
## - AvgHgt        1   179.85 255.85
## - Exp           1   179.99 255.99
## - eFGD.         1   180.55 256.55
## - OpAstper      1   180.65 256.65
## - threePRateD   1   180.99 256.99
## - adj_o_rk      1   181.05 257.05
## - Adj.T         1   181.12 257.12
## - Orebper       1   184.33 260.33
## - ov_elite_sos  1   186.23 262.23
## - ov_fut_sos    1   191.55 267.55
## - wab           1   227.39 303.39
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=252.43
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - EffHgt        1   176.56 250.56
## - barthag_rk    1   176.59 250.59
## - eFG           1   176.66 250.66
## - FTRateD       1   176.91 250.91
## - PPPOff        1   176.95 250.95
## - RawT          1   177.05 251.05
## - threePper     1   177.10 251.10
## - twoPper       1   177.12 251.12
## - EliteSOS      1   177.37 251.37
## - Blkper        1   177.42 251.42
## - threePRate    1   177.47 251.47
## - adj_t         1   177.67 251.67
## - Op.Ftper      1   177.69 251.69
## - twoPperD      1   178.14 252.14
## - PPPDef        1   178.20 252.20
## - threePperD    1   178.22 252.22
## <none>              176.43 252.43
## - OpORebper     1   178.55 252.55
## - adj_d_rk      1   178.61 252.61
## - Blkedper      1   178.63 252.63
## - TOVperD       1   178.66 252.66
## - Ftper         1   178.80 252.80
## - nc_cur_sos    1   178.98 252.98
## - adj_o         1   179.04 253.04
## - FTRate        1   179.12 253.12
## - adj_d         1   179.16 253.16
## - nc_elite_sos  1   179.25 253.25
## - AvgHgt        1   180.05 254.05
## - Exp           1   180.42 254.42
## - eFGD.         1   180.63 254.63
## - OpAstper      1   180.65 254.65
## - adj_o_rk      1   181.07 255.07
## - Adj.T         1   181.15 255.15
## - threePRateD   1   181.38 255.38
## - Orebper       1   184.34 258.34
## - ov_elite_sos  1   186.26 260.26
## - ov_fut_sos    1   191.61 265.61
## - wab           1   227.39 301.39
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=250.56
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - barthag_rk    1   176.72 248.72
## - eFG           1   176.82 248.82
## - PPPOff        1   177.08 249.08
## - FTRateD       1   177.09 249.09
## - RawT          1   177.22 249.22
## - threePper     1   177.27 249.27
## - twoPper       1   177.30 249.30
## - EliteSOS      1   177.53 249.53
## - threePRate    1   177.56 249.56
## - Blkper        1   177.70 249.70
## - adj_t         1   177.84 249.84
## - Op.Ftper      1   177.91 249.91
## - twoPperD      1   178.35 250.35
## - threePperD    1   178.44 250.44
## - PPPDef        1   178.46 250.46
## <none>              176.56 250.56
## - Blkedper      1   178.70 250.70
## - OpORebper     1   178.72 250.72
## - Ftper         1   178.80 250.80
## - TOVperD       1   178.80 250.80
## - adj_d_rk      1   178.85 250.85
## - adj_o         1   179.13 251.13
## - nc_cur_sos    1   179.15 251.15
## - adj_d         1   179.16 251.16
## - FTRate        1   179.17 251.17
## - nc_elite_sos  1   179.39 251.39
## - Exp           1   180.54 252.54
## - OpAstper      1   180.67 252.67
## - eFGD.         1   180.92 252.92
## - adj_o_rk      1   181.27 253.27
## - Adj.T         1   181.46 253.46
## - threePRateD   1   181.70 253.70
## - AvgHgt        1   183.09 255.09
## - Orebper       1   184.34 256.34
## - ov_elite_sos  1   186.41 258.41
## - ov_fut_sos    1   191.97 263.97
## - wab           1   227.46 299.46
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=248.72
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + OpAstper + threePRate + threePRateD + Adj.T + 
##     AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - eFG           1   176.98 246.98
## - FTRateD       1   177.22 247.22
## - PPPOff        1   177.37 247.37
## - RawT          1   177.41 247.41
## - threePper     1   177.42 247.42
## - twoPper       1   177.46 247.46
## - EliteSOS      1   177.63 247.63
## - threePRate    1   177.79 247.79
## - Blkper        1   177.83 247.83
## - adj_t         1   177.89 247.89
## - Op.Ftper      1   177.98 247.98
## - twoPperD      1   178.51 248.51
## - PPPDef        1   178.59 248.59
## - threePperD    1   178.59 248.59
## <none>              176.72 248.72
## - OpORebper     1   178.85 248.85
## - Ftper         1   178.90 248.90
## - TOVperD       1   178.95 248.95
## - Blkedper      1   179.02 249.02
## - adj_d         1   179.16 249.16
## - nc_cur_sos    1   179.24 249.24
## - FTRate        1   179.28 249.28
## - nc_elite_sos  1   179.42 249.42
## - adj_d_rk      1   180.01 250.01
## - adj_o         1   180.47 250.47
## - Exp           1   180.79 250.79
## - OpAstper      1   180.96 250.96
## - eFGD.         1   181.06 251.06
## - Adj.T         1   181.47 251.47
## - adj_o_rk      1   181.60 251.60
## - threePRateD   1   181.90 251.90
## - AvgHgt        1   183.18 253.18
## - Orebper       1   184.59 254.59
## - ov_elite_sos  1   186.43 256.43
## - ov_fut_sos    1   192.03 262.03
## - wab           1   227.59 297.59
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=246.98
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + FTRateD + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + Exp + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - FTRateD       1   177.47 245.47
## - PPPOff        1   177.65 245.65
## - RawT          1   177.74 245.74
## - EliteSOS      1   177.81 245.81
## - adj_t         1   178.02 246.02
## - Blkper        1   178.19 246.19
## - Op.Ftper      1   178.25 246.25
## - threePRate    1   178.57 246.57
## - threePper     1   178.78 246.78
## - PPPDef        1   178.81 246.81
## - twoPperD      1   178.82 246.82
## - threePperD    1   178.88 246.88
## <none>              176.98 246.98
## - Ftper         1   179.09 247.09
## - OpORebper     1   179.12 247.12
## - TOVperD       1   179.20 247.20
## - nc_cur_sos    1   179.45 247.45
## - adj_d         1   179.50 247.50
## - FTRate        1   179.51 247.51
## - Blkedper      1   179.59 247.59
## - nc_elite_sos  1   179.68 247.68
## - twoPper       1   179.69 247.69
## - adj_d_rk      1   180.30 248.30
## - adj_o         1   180.84 248.84
## - Exp           1   181.01 249.01
## - OpAstper      1   181.31 249.31
## - eFGD.         1   181.35 249.35
## - Adj.T         1   181.57 249.57
## - adj_o_rk      1   182.04 250.04
## - threePRateD   1   182.30 250.30
## - AvgHgt        1   183.37 251.37
## - Orebper       1   184.89 252.89
## - ov_elite_sos  1   186.53 254.53
## - ov_fut_sos    1   192.47 260.48
## - wab           1   228.36 296.36
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=245.48
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + OpAstper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + Exp + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - PPPOff        1   178.23 244.23
## - RawT          1   178.26 244.26
## - Blkper        1   178.29 244.29
## - Op.Ftper      1   178.29 244.29
## - EliteSOS      1   178.48 244.48
## - adj_t         1   178.58 244.58
## - threePper     1   179.27 245.27
## - threePRate    1   179.46 245.46
## <none>              177.47 245.47
## - twoPperD      1   179.51 245.51
## - PPPDef        1   179.55 245.55
## - Ftper         1   179.63 245.63
## - threePperD    1   179.70 245.70
## - adj_d         1   179.76 245.76
## - FTRate        1   179.82 245.82
## - nc_cur_sos    1   180.00 246.00
## - twoPper       1   180.19 246.19
## - Blkedper      1   180.25 246.25
## - nc_elite_sos  1   180.28 246.28
## - OpORebper     1   180.46 246.46
## - adj_d_rk      1   180.53 246.53
## - TOVperD       1   181.28 247.28
## - eFGD.         1   181.39 247.39
## - Exp           1   181.40 247.40
## - adj_o         1   181.65 247.65
## - OpAstper      1   182.09 248.09
## - Adj.T         1   182.18 248.18
## - threePRateD   1   182.35 248.35
## - adj_o_rk      1   182.79 248.79
## - AvgHgt        1   185.18 251.18
## - Orebper       1   185.47 251.47
## - ov_elite_sos  1   187.70 253.70
## - ov_fut_sos    1   193.12 259.12
## - wab           1   228.55 294.55
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=244.23
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + OpAstper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + Exp + Ftper + 
##     Op.Ftper + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Blkper        1   178.91 242.91
## - RawT          1   178.96 242.96
## - EliteSOS      1   178.97 242.97
## - Op.Ftper      1   179.24 243.24
## - adj_t         1   179.54 243.54
## - threePRate    1   179.77 243.77
## - FTRate        1   180.17 244.17
## <none>              178.23 244.23
## - PPPDef        1   180.25 244.25
## - twoPperD      1   180.45 244.45
## - Blkedper      1   180.52 244.52
## - threePperD    1   180.60 244.60
## - Ftper         1   180.89 244.89
## - adj_d_rk      1   181.19 245.19
## - threePper     1   181.25 245.25
## - adj_d         1   181.36 245.36
## - nc_cur_sos    1   181.36 245.36
## - OpORebper     1   181.49 245.49
## - nc_elite_sos  1   181.58 245.58
## - Exp           1   181.92 245.92
## - eFGD.         1   182.59 246.59
## - twoPper       1   182.63 246.63
## - TOVperD       1   182.65 246.65
## - threePRateD   1   182.73 246.73
## - OpAstper      1   182.80 246.80
## - Adj.T         1   183.24 247.24
## - adj_o         1   183.28 247.28
## - adj_o_rk      1   183.98 247.98
## - AvgHgt        1   185.72 249.72
## - ov_elite_sos  1   188.24 252.24
## - Orebper       1   189.10 253.10
## - ov_fut_sos    1   194.06 258.06
## - wab           1   230.80 294.80
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=242.9
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkedper + OpAstper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + Exp + Ftper + 
##     Op.Ftper + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - RawT          1   179.48 241.48
## - EliteSOS      1   179.59 241.59
## - Op.Ftper      1   179.87 241.87
## - threePRate    1   180.34 242.34
## - adj_t         1   180.40 242.40
## - FTRate        1   180.51 242.51
## - twoPperD      1   180.83 242.83
## <none>              178.91 242.91
## - PPPDef        1   181.07 243.07
## - threePperD    1   181.10 243.10
## - Blkedper      1   181.46 243.46
## - Ftper         1   181.59 243.59
## - nc_cur_sos    1   181.73 243.73
## - OpORebper     1   182.02 244.02
## - adj_d_rk      1   182.05 244.05
## - nc_elite_sos  1   182.06 244.06
## - threePper     1   182.10 244.10
## - Exp           1   182.29 244.29
## - adj_d         1   182.35 244.35
## - threePRateD   1   182.82 244.82
## - eFGD.         1   183.12 245.12
## - OpAstper      1   183.29 245.29
## - twoPper       1   183.32 245.32
## - TOVperD       1   183.66 245.66
## - adj_o         1   183.91 245.91
## - Adj.T         1   183.92 245.92
## - adj_o_rk      1   184.91 246.91
## - AvgHgt        1   187.18 249.18
## - ov_elite_sos  1   188.54 250.54
## - Orebper       1   189.15 251.15
## - ov_fut_sos    1   194.13 256.13
## - wab           1   230.81 292.81
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=241.48
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + twoPper + twoPperD + 
##     threePper + threePperD + Blkedper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + Exp + Ftper + Op.Ftper + PPPDef + 
##     EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - EliteSOS      1   180.30 240.30
## - Op.Ftper      1   180.37 240.37
## - threePRate    1   180.74 240.74
## - FTRate        1   181.10 241.10
## - twoPperD      1   181.27 241.27
## <none>              179.48 241.48
## - threePperD    1   181.54 241.54
## - PPPDef        1   181.72 241.72
## - Blkedper      1   181.90 241.90
## - Ftper         1   182.12 242.12
## - adj_t         1   182.28 242.28
## - threePper     1   182.42 242.42
## - nc_cur_sos    1   182.56 242.56
## - Exp           1   182.58 242.58
## - adj_d_rk      1   182.66 242.66
## - OpORebper     1   182.71 242.71
## - adj_d         1   182.77 242.77
## - nc_elite_sos  1   182.90 242.90
## - eFGD.         1   183.55 243.55
## - threePRateD   1   183.68 243.68
## - twoPper       1   183.84 243.84
## - Adj.T         1   183.97 243.97
## - OpAstper      1   184.15 244.15
## - TOVperD       1   184.23 244.23
## - adj_o         1   184.57 244.57
## - adj_o_rk      1   185.66 245.66
## - AvgHgt        1   187.47 247.47
## - Orebper       1   189.53 249.53
## - ov_elite_sos  1   189.81 249.81
## - ov_fut_sos    1   195.49 255.49
## - wab           1   231.12 291.12
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=240.3
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + twoPper + twoPperD + 
##     threePper + threePperD + Blkedper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + Exp + Ftper + Op.Ftper + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Op.Ftper      1   181.25 239.25
## - threePRate    1   181.40 239.40
## - FTRate        1   181.93 239.93
## - twoPperD      1   182.27 240.27
## <none>              180.30 240.30
## - PPPDef        1   182.38 240.38
## - adj_t         1   182.39 240.39
## - Ftper         1   182.51 240.51
## - threePperD    1   182.55 240.55
## - Blkedper      1   182.66 240.66
## - threePper     1   183.02 241.02
## - adj_d_rk      1   183.32 241.32
## - Exp           1   183.38 241.38
## - OpORebper     1   183.49 241.49
## - adj_d         1   183.67 241.67
## - Adj.T         1   183.98 241.98
## - twoPper       1   184.34 242.34
## - nc_cur_sos    1   184.45 242.45
## - eFGD.         1   184.58 242.58
## - nc_elite_sos  1   184.59 242.59
## - threePRateD   1   184.78 242.78
## - OpAstper      1   184.89 242.89
## - adj_o         1   184.94 242.94
## - TOVperD       1   185.12 243.12
## - adj_o_rk      1   186.34 244.34
## - AvgHgt        1   188.23 246.23
## - Orebper       1   189.75 247.75
## - ov_fut_sos    1   198.34 256.34
## - ov_elite_sos  1   218.62 276.62
## - wab           1   233.08 291.08
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=239.25
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + twoPper + twoPperD + 
##     threePper + threePperD + Blkedper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + Exp + Ftper + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - threePRate    1   182.30 238.30
## - PPPDef        1   182.43 238.43
## - twoPperD      1   182.91 238.91
## - adj_t         1   183.18 239.18
## - threePperD    1   183.21 239.21
## <none>              181.25 239.25
## - OpORebper     1   183.49 239.49
## - FTRate        1   183.54 239.54
## - Blkedper      1   183.58 239.58
## - Ftper         1   183.78 239.78
## - threePper     1   184.00 240.00
## - Exp           1   184.02 240.02
## - adj_d_rk      1   184.17 240.17
## - Adj.T         1   184.60 240.60
## - eFGD.         1   184.77 240.77
## - adj_d         1   184.87 240.87
## - TOVperD       1   185.14 241.14
## - nc_elite_sos  1   185.34 241.34
## - threePRateD   1   185.50 241.50
## - twoPper       1   185.81 241.81
## - nc_cur_sos    1   185.81 241.81
## - adj_o         1   186.07 242.07
## - OpAstper      1   186.44 242.44
## - adj_o_rk      1   187.27 243.27
## - AvgHgt        1   188.76 244.76
## - Orebper       1   191.19 247.19
## - ov_fut_sos    1   200.00 256.00
## - ov_elite_sos  1   220.50 276.50
## - wab           1   234.41 290.40
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=238.3
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + twoPper + twoPperD + 
##     threePper + threePperD + Blkedper + OpAstper + threePRateD + 
##     Adj.T + AvgHgt + Exp + Ftper + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - twoPperD      1   183.68 237.68
## - PPPDef        1   183.74 237.74
## - Blkedper      1   183.76 237.76
## - threePperD    1   183.97 237.97
## - FTRate        1   184.16 238.16
## <none>              182.30 238.30
## - adj_t         1   184.78 238.78
## - Exp           1   185.13 239.13
## - Ftper         1   185.14 239.14
## - OpORebper     1   185.18 239.18
## - threePper     1   185.19 239.19
## - adj_d_rk      1   185.38 239.38
## - eFGD.         1   185.60 239.60
## - nc_elite_sos  1   186.07 240.07
## - twoPper       1   186.12 240.12
## - Adj.T         1   186.24 240.24
## - adj_d         1   186.60 240.60
## - nc_cur_sos    1   186.70 240.70
## - TOVperD       1   187.30 241.30
## - threePRateD   1   187.37 241.37
## - adj_o         1   187.46 241.46
## - OpAstper      1   187.75 241.75
## - adj_o_rk      1   188.47 242.47
## - AvgHgt        1   189.41 243.41
## - Orebper       1   194.68 248.68
## - ov_fut_sos    1   200.41 254.41
## - ov_elite_sos  1   220.52 274.52
## - wab           1   234.75 288.75
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=237.68
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + twoPper + threePper + 
##     threePperD + Blkedper + OpAstper + threePRateD + Adj.T + 
##     AvgHgt + Exp + Ftper + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - threePperD    1   184.16 236.16
## - PPPDef        1   184.83 236.83
## - Blkedper      1   185.33 237.33
## <none>              183.68 237.68
## - FTRate        1   185.86 237.86
## - Exp           1   186.21 238.21
## - Ftper         1   186.38 238.38
## - OpORebper     1   186.42 238.42
## - adj_d_rk      1   186.53 238.53
## - threePper     1   186.58 238.58
## - adj_t         1   186.69 238.69
## - twoPper       1   187.18 239.18
## - nc_elite_sos  1   187.76 239.76
## - adj_d         1   188.14 240.14
## - Adj.T         1   188.18 240.18
## - nc_cur_sos    1   188.40 240.40
## - TOVperD       1   188.60 240.60
## - adj_o         1   188.64 240.64
## - OpAstper      1   188.74 240.74
## - adj_o_rk      1   189.49 241.49
## - eFGD.         1   189.95 241.95
## - AvgHgt        1   190.08 242.08
## - threePRateD   1   191.26 243.26
## - Orebper       1   196.25 248.25
## - ov_fut_sos    1   201.45 253.45
## - ov_elite_sos  1   221.48 273.48
## - wab           1   237.10 289.10
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=236.16
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + twoPper + threePper + 
##     Blkedper + OpAstper + threePRateD + Adj.T + AvgHgt + Exp + 
##     Ftper + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - PPPDef        1   185.45 235.45
## - Blkedper      1   185.94 235.94
## <none>              184.16 236.16
## - FTRate        1   186.39 236.39
## - Ftper         1   186.75 236.75
## - adj_t         1   186.83 236.83
## - threePper     1   186.99 236.99
## - OpORebper     1   187.05 237.05
## - Exp           1   187.07 237.07
## - adj_d_rk      1   187.25 237.25
## - twoPper       1   187.35 237.35
## - Adj.T         1   188.28 238.28
## - nc_elite_sos  1   188.28 238.28
## - adj_o         1   188.74 238.74
## - nc_cur_sos    1   188.81 238.81
## - adj_d         1   188.82 238.82
## - TOVperD       1   189.20 239.20
## - OpAstper      1   189.22 239.22
## - adj_o_rk      1   189.72 239.72
## - eFGD.         1   190.06 240.06
## - AvgHgt        1   190.44 240.44
## - threePRateD   1   191.87 241.87
## - Orebper       1   196.38 246.38
## - ov_fut_sos    1   201.95 251.95
## - ov_elite_sos  1   221.89 271.89
## - wab           1   237.12 287.12
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=235.45
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + twoPper + threePper + 
##     Blkedper + OpAstper + threePRateD + Adj.T + AvgHgt + Exp + 
##     Ftper
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - OpORebper     1   187.05 235.05
## <none>              185.45 235.45
## - Blkedper      1   187.53 235.53
## - threePper     1   187.72 235.72
## - adj_t         1   187.86 235.86
## - Ftper         1   187.87 235.87
## - twoPper       1   188.19 236.19
## - Exp           1   188.21 236.21
## - FTRate        1   188.24 236.24
## - Adj.T         1   189.11 237.11
## - adj_d_rk      1   189.20 237.20
## - adj_o         1   189.38 237.38
## - nc_elite_sos  1   189.47 237.47
## - TOVperD       1   189.77 237.77
## - nc_cur_sos    1   190.17 238.17
## - OpAstper      1   190.24 238.24
## - adj_o_rk      1   190.71 238.71
## - AvgHgt        1   191.13 239.13
## - eFGD.         1   191.39 239.39
## - threePRateD   1   192.75 240.75
## - adj_d         1   196.20 244.20
## - Orebper       1   196.66 244.66
## - ov_fut_sos    1   202.12 250.12
## - ov_elite_sos  1   224.08 272.08
## - wab           1   242.80 290.80
## 
## Step:  AIC=235.05
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + twoPper + threePper + Blkedper + 
##     OpAstper + threePRateD + Adj.T + AvgHgt + Exp + Ftper
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Blkedper      1   188.69 234.69
## - Ftper         1   188.84 234.84
## <none>              187.05 235.05
## - adj_t         1   189.16 235.16
## - FTRate        1   189.36 235.36
## - threePper     1   189.61 235.61
## - twoPper       1   189.73 235.73
## - TOVperD       1   189.94 235.94
## - Adj.T         1   190.24 236.24
## - Exp           1   190.34 236.34
## - OpAstper      1   190.61 236.61
## - adj_o         1   190.96 236.96
## - nc_elite_sos  1   191.30 237.30
## - eFGD.         1   191.45 237.45
## - adj_o_rk      1   191.86 237.86
## - nc_cur_sos    1   191.97 237.97
## - adj_d_rk      1   192.05 238.05
## - AvgHgt        1   192.49 238.49
## - threePRateD   1   192.79 238.79
## - adj_d         1   196.35 242.35
## - Orebper       1   198.17 244.17
## - ov_fut_sos    1   204.40 250.40
## - ov_elite_sos  1   224.11 270.11
## - wab           1   243.91 289.91
## 
## Step:  AIC=234.69
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + twoPper + threePper + OpAstper + 
##     threePRateD + Adj.T + AvgHgt + Exp + Ftper
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - adj_t         1   190.08 234.08
## - Ftper         1   190.37 234.37
## - FTRate        1   190.51 234.51
## - twoPper       1   190.56 234.56
## <none>              188.69 234.69
## - Adj.T         1   190.92 234.92
## - TOVperD       1   191.48 235.48
## - OpAstper      1   191.67 235.67
## - threePper     1   191.69 235.69
## - Exp           1   192.08 236.08
## - adj_o         1   192.21 236.21
## - adj_o_rk      1   192.89 236.89
## - eFGD.         1   192.92 236.92
## - nc_elite_sos  1   192.99 236.99
## - nc_cur_sos    1   193.28 237.28
## - adj_d_rk      1   193.84 237.84
## - threePRateD   1   193.96 237.96
## - AvgHgt        1   194.21 238.21
## - adj_d         1   197.66 241.66
## - Orebper       1   198.98 242.98
## - ov_fut_sos    1   205.86 249.86
## - ov_elite_sos  1   224.82 268.82
## - wab           1   244.63 288.63
## 
## Step:  AIC=234.08
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + wab + nc_elite_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + FTRate + 
##     TOVperD + Orebper + twoPper + threePper + OpAstper + threePRateD + 
##     Adj.T + AvgHgt + Exp + Ftper
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - FTRate        1   190.98 232.98
## - Ftper         1   191.56 233.56
## - twoPper       1   191.93 233.93
## <none>              190.08 234.08
## - OpAstper      1   192.43 234.43
## - adj_o         1   192.89 234.89
## - TOVperD       1   192.91 234.91
## - Exp           1   193.44 235.44
## - threePper     1   193.47 235.47
## - adj_o_rk      1   193.65 235.65
## - nc_elite_sos  1   193.66 235.66
## - Adj.T         1   193.69 235.69
## - nc_cur_sos    1   193.89 235.89
## - threePRateD   1   194.26 236.26
## - adj_d_rk      1   194.55 236.55
## - eFGD.         1   194.65 236.65
## - AvgHgt        1   195.59 237.59
## - adj_d         1   198.57 240.57
## - Orebper       1   200.30 242.30
## - ov_fut_sos    1   206.18 248.18
## - ov_elite_sos  1   224.93 266.93
## - wab           1   245.04 287.04
## 
## Step:  AIC=232.98
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + wab + nc_elite_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD + 
##     Orebper + twoPper + threePper + OpAstper + threePRateD + 
##     Adj.T + AvgHgt + Exp + Ftper
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Ftper         1   192.45 232.45
## - twoPper       1   192.87 232.87
## <none>              190.98 232.98
## - OpAstper      1   193.23 233.23
## - adj_o         1   193.52 233.52
## - TOVperD       1   193.92 233.92
## - Exp           1   193.94 233.94
## - threePper     1   194.37 234.37
## - Adj.T         1   194.46 234.46
## - adj_o_rk      1   194.53 234.53
## - adj_d_rk      1   195.22 235.22
## - nc_elite_sos  1   195.59 235.59
## - eFGD.         1   195.78 235.78
## - nc_cur_sos    1   195.89 235.89
## - threePRateD   1   196.17 236.17
## - AvgHgt        1   196.33 236.33
## - adj_d         1   199.84 239.84
## - Orebper       1   200.30 240.30
## - ov_fut_sos    1   207.76 247.76
## - ov_elite_sos  1   226.31 266.31
## - wab           1   245.23 285.23
## 
## Step:  AIC=232.45
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + wab + nc_elite_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD + 
##     Orebper + twoPper + threePper + OpAstper + threePRateD + 
##     Adj.T + AvgHgt + Exp
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - twoPper       1   193.59 231.59
## <none>              192.45 232.45
## - adj_o         1   194.69 232.69
## - OpAstper      1   195.18 233.18
## - TOVperD       1   195.49 233.49
## - Exp           1   195.63 233.63
## - Adj.T         1   195.73 233.73
## - threePper     1   195.87 233.87
## - adj_d_rk      1   196.37 234.37
## - adj_o_rk      1   196.56 234.56
## - AvgHgt        1   197.15 235.15
## - nc_elite_sos  1   197.26 235.26
## - eFGD.         1   197.40 235.40
## - nc_cur_sos    1   198.02 236.02
## - threePRateD   1   198.20 236.20
## - Orebper       1   200.44 238.44
## - adj_d         1   200.65 238.65
## - ov_fut_sos    1   209.84 247.84
## - ov_elite_sos  1   228.86 266.86
## - wab           1   247.48 285.48
## 
## Step:  AIC=231.59
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + wab + nc_elite_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD + 
##     Orebper + threePper + OpAstper + threePRateD + Adj.T + AvgHgt + 
##     Exp
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - adj_o         1   195.16 231.16
## <none>              193.59 231.59
## - OpAstper      1   195.93 231.93
## - threePper     1   196.23 232.23
## - Adj.T         1   196.28 232.28
## - Exp           1   196.68 232.68
## - TOVperD       1   196.69 232.69
## - adj_d_rk      1   197.60 233.60
## - AvgHgt        1   197.87 233.87
## - nc_elite_sos  1   197.92 233.92
## - eFGD.         1   198.14 234.14
## - adj_o_rk      1   198.61 234.61
## - nc_cur_sos    1   198.69 234.69
## - threePRateD   1   199.73 235.73
## - Orebper       1   200.50 236.50
## - adj_d         1   202.05 238.05
## - ov_fut_sos    1   210.03 246.03
## - ov_elite_sos  1   229.54 265.54
## - wab           1   248.93 284.93
## 
## Step:  AIC=231.16
## conf_winner ~ adj_o_rk + adj_d + adj_d_rk + wab + nc_elite_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD + 
##     Orebper + threePper + OpAstper + threePRateD + Adj.T + AvgHgt + 
##     Exp
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - threePper     1   196.69 230.69
## - OpAstper      1   196.86 230.86
## <none>              195.16 231.16
## - Adj.T         1   197.48 231.48
## - Exp           1   198.01 232.01
## - TOVperD       1   198.10 232.10
## - adj_o_rk      1   198.73 232.73
## - eFGD.         1   199.10 233.10
## - AvgHgt        1   199.25 233.25
## - nc_elite_sos  1   199.49 233.49
## - nc_cur_sos    1   199.89 233.89
## - adj_d_rk      1   200.46 234.46
## - Orebper       1   200.96 234.96
## - threePRateD   1   200.98 234.98
## - adj_d         1   206.95 240.95
## - ov_fut_sos    1   211.71 245.71
## - ov_elite_sos  1   232.14 266.14
## - wab           1   253.38 287.38
## 
## Step:  AIC=230.69
## conf_winner ~ adj_o_rk + adj_d + adj_d_rk + wab + nc_elite_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD + 
##     Orebper + OpAstper + threePRateD + Adj.T + AvgHgt + Exp
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - OpAstper      1   197.97 229.97
## <none>              196.69 230.69
## - Exp           1   198.99 230.99
## - Adj.T         1   199.44 231.44
## - TOVperD       1   199.58 231.58
## - eFGD.         1   200.24 232.24
## - nc_elite_sos  1   200.59 232.59
## - nc_cur_sos    1   201.02 233.02
## - adj_d_rk      1   201.18 233.18
## - AvgHgt        1   201.19 233.19
## - Orebper       1   201.49 233.49
## - threePRateD   1   201.54 233.54
## - adj_o_rk      1   203.39 235.39
## - adj_d         1   207.30 239.30
## - ov_fut_sos    1   212.03 244.03
## - ov_elite_sos  1   232.42 264.42
## - wab           1   254.92 286.92
## 
## Step:  AIC=229.97
## conf_winner ~ adj_o_rk + adj_d + adj_d_rk + wab + nc_elite_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD + 
##     Orebper + threePRateD + Adj.T + AvgHgt + Exp
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## <none>              197.97 229.97
## - Exp           1   200.05 230.05
## - Adj.T         1   200.20 230.20
## - TOVperD       1   201.53 231.53
## - threePRateD   1   201.55 231.55
## - eFGD.         1   201.63 231.63
## - adj_d_rk      1   201.96 231.96
## - Orebper       1   202.09 232.09
## - nc_elite_sos  1   202.24 232.24
## - nc_cur_sos    1   202.24 232.24
## - AvgHgt        1   202.38 232.38
## - adj_o_rk      1   204.26 234.26
## - adj_d         1   208.38 238.38
## - ov_fut_sos    1   213.02 243.02
## - ov_elite_sos  1   233.85 263.85
## - wab           1   255.76 285.76
summary(OVR_lm.backward)
## 
## Call:
## glm(formula = conf_winner ~ adj_o_rk + adj_d + adj_d_rk + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     TOVperD + Orebper + threePRateD + Adj.T + AvgHgt + Exp, family = "binomial", 
##     data = ovr_train.df, na.action = na.exclude)
## 
## Coefficients:
##               Estimate Std. Error z value       Pr(>|z|)    
## (Intercept)   56.90885   25.89581   2.198        0.02798 *  
## adj_o_rk      -0.03003    0.01383  -2.171        0.02995 *  
## adj_d         -0.50647    0.16149  -3.136        0.00171 ** 
## adj_d_rk       0.02966    0.01449   2.047        0.04067 *  
## wab            0.72726    0.11787   6.170 0.000000000684 ***
## nc_elite_sos   0.17052    0.08218   2.075        0.03800 *  
## nc_cur_sos   -16.38211    7.77032  -2.108        0.03501 *  
## ov_elite_sos  -0.87970    0.16129  -5.454 0.000000049253 ***
## ov_fut_sos    69.73492   18.30951   3.809        0.00014 ***
## eFGD.          0.33538    0.17770   1.887        0.05911 .  
## TOVperD       -0.23537    0.12523  -1.880        0.06017 .  
## Orebper        0.11623    0.05757   2.019        0.04348 *  
## threePRateD    0.08930    0.04753   1.879        0.06025 .  
## Adj.T         -0.09197    0.06187  -1.486        0.13718    
## AvgHgt        -0.54956    0.26391  -2.082        0.03730 *  
## Exp           -0.72743    0.50597  -1.438        0.15052    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 520.32  on 952  degrees of freedom
## Residual deviance: 197.97  on 937  degrees of freedom
## AIC: 229.97
## 
## Number of Fisher Scoring iterations: 9
#accuracy
ovr.lm.back.pred <- predict(OVR_lm.backward, ovr_valid.df, na.action = na.pass)
accuracy(ovr.lm.back.pred, ovr_valid.df$conf_winner)
##                ME     RMSE      MAE MPE MAPE
## Test set 7.519625 9.409487 7.755589 NaN  Inf

Based on the backward selection, it is important to note that the variables selected from our function are adj_o_rk, adj_d, adj_d_rk, wab, nc_elite_sos, nc_cur_sos, ov_elite_sos, ov_fut_sos, eFGD., TOVperD, Orebper, threePRateD, Adj.T, AvgHgt, Exp. As stated before, positive coefficients increase the likelihood of being a conference winner while negative coefficients decrease the likelihood of being a conference winner. Several predictors, including adj_d, wab, nc_elite_sos, ov_elite_sos, ov_fut_sos, and AvgHgt, are statistically significant at a 5% significance level. The AIC is 229.97, providing a measure of model fit. A lower AIC indicates a better-fitting model

Forward Selection

OVR.lm.null <- lm(conf_winner ~ 1, data = ovr_train.df, na.action = na.exclude)
OVR.lm.forward <- step(OVR.lm.null, direction = 'forward', scope = list(lower = OVR.lm.null, upper = OVR_lm))
## Start:  AIC=-2510.47
## conf_winner ~ 1
## 
##                Df Sum of Sq    RSS     AIC
## + wab           1   13.9677 54.286 -2726.7
## + PPPOff        1    8.5049 59.749 -2635.3
## + adj_o         1    8.3786 59.875 -2633.3
## + barthag       1    6.2463 62.008 -2599.9
## + barthag_rk    1    5.8981 62.356 -2594.6
## + PPPDef        1    5.7485 62.505 -2592.3
## + adj_d         1    5.5948 62.659 -2590.0
## + eFG           1    5.3397 62.914 -2586.1
## + adj_o_rk      1    4.8578 63.396 -2578.8
## + twoPper       1    4.4821 63.772 -2573.2
## + Talent        1    4.3292 63.925 -2570.9
## + eFGD.         1    3.7859 64.468 -2562.8
## + adj_d_rk      1    3.6809 64.573 -2561.3
## + threePper     1    2.9213 65.333 -2550.2
## + twoPperD      1    2.6812 65.573 -2546.7
## + nc_fut_sos    1    2.3110 65.943 -2541.3
## + nc_cur_sos    1    2.3074 65.947 -2541.2
## + nc_elite_sos  1    2.2979 65.956 -2541.1
## + threePperD    1    2.2526 66.001 -2540.4
## + Orebper       1    2.1345 66.119 -2538.8
## + ov_fut_sos    1    1.6853 66.569 -2532.3
## + ov_cur_sos    1    1.6815 66.572 -2532.2
## + FTRateD       1    1.5973 66.657 -2531.0
## + Blkedper      1    1.3270 66.927 -2527.2
## + TOVper        1    1.1981 67.056 -2525.3
## + OpAstper      1    1.1270 67.127 -2524.3
## + Astper        1    0.9099 67.344 -2521.3
## + OpORebper     1    0.8567 67.397 -2520.5
## + Ftper         1    0.7899 67.464 -2519.6
## + EliteSOS      1    0.5592 67.695 -2516.3
## + Blkper        1    0.5398 67.714 -2516.0
## + ov_elite_sos  1    0.5284 67.726 -2515.9
## + EffHgt        1    0.4596 67.794 -2514.9
## + AvgHgt        1    0.2804 67.974 -2512.4
## + FTRate        1    0.2411 68.013 -2511.8
## + threePRateD   1    0.2315 68.022 -2511.7
## + Op.Ftper      1    0.2086 68.045 -2511.4
## <none>                      68.254 -2510.5
## + TOVperD       1    0.1371 68.117 -2510.4
## + Exp           1    0.0650 68.189 -2509.4
## + adj_t_rk      1    0.0615 68.192 -2509.3
## + threePRate    1    0.0339 68.220 -2508.9
## + RawT          1    0.0229 68.231 -2508.8
## + adj_t         1    0.0202 68.234 -2508.8
## + Adj.T         1    0.0164 68.238 -2508.7
## 
## Step:  AIC=-2726.67
## conf_winner ~ wab
## 
##                Df Sum of Sq    RSS     AIC
## + barthag_rk    1    4.2991 49.987 -2803.3
## + barthag       1    3.9770 50.309 -2797.2
## + adj_o_rk      1    0.6533 53.633 -2736.2
## + adj_d_rk      1    0.6154 53.671 -2735.5
## + Exp           1    0.6005 53.686 -2735.3
## + ov_elite_sos  1    0.5377 53.749 -2734.2
## + EliteSOS      1    0.4923 53.794 -2733.3
## + Talent        1    0.2518 54.035 -2729.1
## + nc_fut_sos    1    0.1770 54.109 -2727.8
## + nc_cur_sos    1    0.1762 54.110 -2727.8
## + FTRateD       1    0.1758 54.110 -2727.8
## <none>                      54.286 -2726.7
## + nc_elite_sos  1    0.1026 54.184 -2726.5
## + EffHgt        1    0.0973 54.189 -2726.4
## + twoPper       1    0.0665 54.220 -2725.8
## + eFG           1    0.0575 54.229 -2725.7
## + PPPOff        1    0.0447 54.242 -2725.5
## + twoPperD      1    0.0364 54.250 -2725.3
## + Blkper        1    0.0359 54.250 -2725.3
## + Orebper       1    0.0297 54.257 -2725.2
## + ov_cur_sos    1    0.0293 54.257 -2725.2
## + ov_fut_sos    1    0.0290 54.257 -2725.2
## + threePper     1    0.0279 54.258 -2725.2
## + Blkedper      1    0.0206 54.266 -2725.0
## + threePRate    1    0.0195 54.267 -2725.0
## + TOVper        1    0.0195 54.267 -2725.0
## + adj_t_rk      1    0.0173 54.269 -2725.0
## + OpAstper      1    0.0151 54.271 -2724.9
## + AvgHgt        1    0.0149 54.271 -2724.9
## + eFGD.         1    0.0142 54.272 -2724.9
## + Astper        1    0.0114 54.275 -2724.9
## + adj_d         1    0.0100 54.276 -2724.8
## + threePRateD   1    0.0100 54.276 -2724.8
## + adj_o         1    0.0054 54.281 -2724.8
## + OpORebper     1    0.0046 54.282 -2724.8
## + threePperD    1    0.0035 54.283 -2724.7
## + Op.Ftper      1    0.0028 54.284 -2724.7
## + TOVperD       1    0.0019 54.284 -2724.7
## + PPPDef        1    0.0018 54.284 -2724.7
## + RawT          1    0.0014 54.285 -2724.7
## + Ftper         1    0.0010 54.285 -2724.7
## + FTRate        1    0.0010 54.285 -2724.7
## + adj_t         1    0.0001 54.286 -2724.7
## + Adj.T         1    0.0001 54.286 -2724.7
## 
## Step:  AIC=-2803.3
## conf_winner ~ wab + barthag_rk
## 
##                Df Sum of Sq    RSS     AIC
## + PPPOff        1   0.56641 49.421 -2812.2
## + adj_o         1   0.49353 49.494 -2810.8
## + Talent        1   0.37110 49.616 -2808.4
## + nc_fut_sos    1   0.30643 49.681 -2807.2
## + nc_cur_sos    1   0.30600 49.681 -2807.2
## + ov_elite_sos  1   0.27106 49.716 -2806.5
## + eFG           1   0.25492 49.732 -2806.2
## + EliteSOS      1   0.23432 49.753 -2805.8
## + Exp           1   0.22481 49.762 -2805.6
## + PPPDef        1   0.21416 49.773 -2805.4
## + twoPper       1   0.20886 49.778 -2805.3
## + nc_elite_sos  1   0.18128 49.806 -2804.8
## + adj_d         1   0.17684 49.810 -2804.7
## + Orebper       1   0.13958 49.848 -2804.0
## + threePper     1   0.12474 49.862 -2803.7
## + OpORebper     1   0.11991 49.867 -2803.6
## <none>                      49.987 -2803.3
## + EffHgt        1   0.09972 49.887 -2803.2
## + adj_o_rk      1   0.09512 49.892 -2803.1
## + FTRateD       1   0.07597 49.911 -2802.8
## + Astper        1   0.07210 49.915 -2802.7
## + threePperD    1   0.05851 49.929 -2802.4
## + OpAstper      1   0.05217 49.935 -2802.3
## + barthag       1   0.04886 49.938 -2802.2
## + eFGD.         1   0.04150 49.946 -2802.1
## + AvgHgt        1   0.02714 49.960 -2801.8
## + FTRate        1   0.02305 49.964 -2801.7
## + Ftper         1   0.02088 49.966 -2801.7
## + Op.Ftper      1   0.01715 49.970 -2801.6
## + threePRateD   1   0.01456 49.973 -2801.6
## + twoPperD      1   0.01042 49.977 -2801.5
## + TOVper        1   0.00915 49.978 -2801.5
## + Blkper        1   0.00693 49.980 -2801.4
## + ov_fut_sos    1   0.00328 49.984 -2801.4
## + ov_cur_sos    1   0.00323 49.984 -2801.4
## + adj_t         1   0.00217 49.985 -2801.3
## + Adj.T         1   0.00188 49.985 -2801.3
## + adj_d_rk      1   0.00068 49.987 -2801.3
## + TOVperD       1   0.00060 49.987 -2801.3
## + adj_t_rk      1   0.00051 49.987 -2801.3
## + Blkedper      1   0.00021 49.987 -2801.3
## + threePRate    1   0.00015 49.987 -2801.3
## + RawT          1   0.00002 49.987 -2801.3
## 
## Step:  AIC=-2812.16
## conf_winner ~ wab + barthag_rk + PPPOff
## 
##                Df Sum of Sq    RSS     AIC
## + adj_d         1   2.43724 46.984 -2858.4
## + PPPDef        1   1.45873 47.962 -2838.7
## + adj_d_rk      1   0.60779 48.813 -2821.9
## + nc_fut_sos    1   0.40461 49.016 -2818.0
## + nc_cur_sos    1   0.40451 49.016 -2818.0
## + eFGD.         1   0.40033 49.020 -2817.9
## + Talent        1   0.34324 49.078 -2816.8
## + threePperD    1   0.29728 49.124 -2815.9
## + Exp           1   0.26215 49.159 -2815.2
## + nc_elite_sos  1   0.22227 49.199 -2814.4
## + twoPperD      1   0.16432 49.256 -2813.3
## + adj_o_rk      1   0.15073 49.270 -2813.1
## + OpORebper     1   0.14713 49.274 -2813.0
## + ov_elite_sos  1   0.12126 49.300 -2812.5
## <none>                      49.421 -2812.2
## + EffHgt        1   0.10298 49.318 -2812.2
## + Orebper       1   0.10174 49.319 -2812.1
## + EliteSOS      1   0.09301 49.328 -2811.9
## + ov_fut_sos    1   0.07075 49.350 -2811.5
## + ov_cur_sos    1   0.07069 49.350 -2811.5
## + TOVperD       1   0.05902 49.362 -2811.3
## + OpAstper      1   0.05018 49.371 -2811.1
## + TOVper        1   0.04921 49.372 -2811.1
## + FTRateD       1   0.04872 49.372 -2811.1
## + FTRate        1   0.04682 49.374 -2811.1
## + adj_t         1   0.04343 49.377 -2811.0
## + Astper        1   0.03173 49.389 -2810.8
## + AvgHgt        1   0.03129 49.390 -2810.8
## + Adj.T         1   0.02768 49.393 -2810.7
## + RawT          1   0.02050 49.400 -2810.6
## + threePRate    1   0.01967 49.401 -2810.5
## + twoPper       1   0.01345 49.407 -2810.4
## + barthag       1   0.01238 49.408 -2810.4
## + threePper     1   0.01053 49.410 -2810.4
## + adj_t_rk      1   0.01021 49.411 -2810.4
## + Ftper         1   0.01012 49.411 -2810.3
## + threePRateD   1   0.00674 49.414 -2810.3
## + Op.Ftper      1   0.00337 49.417 -2810.2
## + Blkper        1   0.00302 49.418 -2810.2
## + adj_o         1   0.00274 49.418 -2810.2
## + Blkedper      1   0.00184 49.419 -2810.2
## + eFG           1   0.00009 49.421 -2810.2
## 
## Step:  AIC=-2858.36
## conf_winner ~ wab + barthag_rk + PPPOff + adj_d
## 
##                Df Sum of Sq    RSS     AIC
## + adj_o         1   1.05174 45.932 -2877.9
## + nc_cur_sos    1   0.80780 46.176 -2872.9
## + nc_fut_sos    1   0.80714 46.176 -2872.9
## + ov_cur_sos    1   0.46174 46.522 -2865.8
## + ov_fut_sos    1   0.46127 46.522 -2865.8
## + nc_elite_sos  1   0.40216 46.581 -2864.6
## + barthag       1   0.27605 46.708 -2862.0
## + adj_o_rk      1   0.22607 46.757 -2860.9
## + OpORebper     1   0.20143 46.782 -2860.4
## + Talent        1   0.17410 46.809 -2859.9
## + Exp           1   0.15126 46.832 -2859.4
## + twoPperD      1   0.12385 46.860 -2858.9
## + Op.Ftper      1   0.11976 46.864 -2858.8
## + FTRate        1   0.11193 46.872 -2858.6
## + adj_d_rk      1   0.10853 46.875 -2858.6
## <none>                      46.984 -2858.4
## + FTRateD       1   0.09795 46.886 -2858.3
## + threePRateD   1   0.08528 46.898 -2858.1
## + Blkedper      1   0.06919 46.914 -2857.8
## + EffHgt        1   0.05598 46.928 -2857.5
## + twoPper       1   0.05595 46.928 -2857.5
## + AvgHgt        1   0.05238 46.931 -2857.4
## + eFGD.         1   0.04987 46.934 -2857.4
## + TOVperD       1   0.04954 46.934 -2857.4
## + threePRate    1   0.04928 46.934 -2857.4
## + Ftper         1   0.04811 46.935 -2857.3
## + Blkper        1   0.03548 46.948 -2857.1
## + threePperD    1   0.03273 46.951 -2857.0
## + RawT          1   0.02766 46.956 -2856.9
## + Adj.T         1   0.02595 46.958 -2856.9
## + OpAstper      1   0.01817 46.965 -2856.7
## + threePper     1   0.01646 46.967 -2856.7
## + eFG           1   0.00904 46.975 -2856.5
## + ov_elite_sos  1   0.00767 46.976 -2856.5
## + Orebper       1   0.00500 46.979 -2856.5
## + Astper        1   0.00374 46.980 -2856.4
## + adj_t         1   0.00363 46.980 -2856.4
## + PPPDef        1   0.00121 46.982 -2856.4
## + TOVper        1   0.00084 46.983 -2856.4
## + adj_t_rk      1   0.00063 46.983 -2856.4
## + EliteSOS      1   0.00009 46.983 -2856.4
## 
## Step:  AIC=-2877.93
## conf_winner ~ wab + barthag_rk + PPPOff + adj_d + adj_o
## 
##                Df Sum of Sq    RSS     AIC
## + ov_elite_sos  1   0.64685 45.285 -2889.4
## + barthag       1   0.57974 45.352 -2888.0
## + EliteSOS      1   0.49968 45.432 -2886.4
## + nc_cur_sos    1   0.36777 45.564 -2883.6
## + nc_fut_sos    1   0.36751 45.564 -2883.6
## + OpORebper     1   0.20088 45.731 -2880.1
## + Exp           1   0.17409 45.758 -2879.6
## + Talent        1   0.14055 45.791 -2878.8
## + nc_elite_sos  1   0.12097 45.811 -2878.4
## <none>                      45.932 -2877.9
## + threePRateD   1   0.08610 45.846 -2877.7
## + twoPper       1   0.07377 45.858 -2877.5
## + FTRateD       1   0.06595 45.866 -2877.3
## + Op.Ftper      1   0.06326 45.869 -2877.2
## + EffHgt        1   0.05870 45.873 -2877.2
## + PPPDef        1   0.05843 45.873 -2877.1
## + adj_o_rk      1   0.04550 45.886 -2876.9
## + AvgHgt        1   0.04217 45.890 -2876.8
## + Blkedper      1   0.03970 45.892 -2876.8
## + threePper     1   0.03911 45.893 -2876.7
## + FTRate        1   0.03801 45.894 -2876.7
## + adj_d_rk      1   0.03656 45.895 -2876.7
## + RawT          1   0.03596 45.896 -2876.7
## + Ftper         1   0.03363 45.898 -2876.6
## + twoPperD      1   0.02924 45.903 -2876.5
## + TOVperD       1   0.02846 45.903 -2876.5
## + threePperD    1   0.02726 45.905 -2876.5
## + Adj.T         1   0.02244 45.909 -2876.4
## + OpAstper      1   0.01889 45.913 -2876.3
## + threePRate    1   0.01609 45.916 -2876.3
## + ov_cur_sos    1   0.00786 45.924 -2876.1
## + ov_fut_sos    1   0.00782 45.924 -2876.1
## + Blkper        1   0.00687 45.925 -2876.1
## + adj_t         1   0.00639 45.925 -2876.1
## + eFGD.         1   0.00597 45.926 -2876.1
## + adj_t_rk      1   0.00563 45.926 -2876.1
## + eFG           1   0.00562 45.926 -2876.1
## + Astper        1   0.00172 45.930 -2876.0
## + Orebper       1   0.00091 45.931 -2875.9
## + TOVper        1   0.00000 45.932 -2875.9
## 
## Step:  AIC=-2889.45
## conf_winner ~ wab + barthag_rk + PPPOff + adj_d + adj_o + ov_elite_sos
## 
##                Df Sum of Sq    RSS     AIC
## + ov_cur_sos    1   0.91905 44.366 -2907.0
## + ov_fut_sos    1   0.91562 44.369 -2906.9
## + barthag       1   0.52521 44.760 -2898.6
## + nc_cur_sos    1   0.47158 44.813 -2897.4
## + nc_fut_sos    1   0.47084 44.814 -2897.4
## + nc_elite_sos  1   0.32325 44.962 -2894.3
## + Exp           1   0.18610 45.099 -2891.4
## + EliteSOS      1   0.15079 45.134 -2890.6
## + PPPDef        1   0.13731 45.148 -2890.3
## + OpORebper     1   0.13022 45.155 -2890.2
## + Talent        1   0.11901 45.166 -2890.0
## + Op.Ftper      1   0.10008 45.185 -2889.6
## <none>                      45.285 -2889.4
## + eFGD.         1   0.09061 45.194 -2889.4
## + twoPperD      1   0.07746 45.208 -2889.1
## + threePRateD   1   0.05849 45.226 -2888.7
## + TOVperD       1   0.05217 45.233 -2888.6
## + Blkedper      1   0.05149 45.233 -2888.5
## + twoPper       1   0.04031 45.245 -2888.3
## + FTRate        1   0.04016 45.245 -2888.3
## + FTRateD       1   0.03969 45.245 -2888.3
## + adj_o_rk      1   0.03871 45.246 -2888.3
## + threePper     1   0.03552 45.249 -2888.2
## + Ftper         1   0.03119 45.254 -2888.1
## + adj_d_rk      1   0.02801 45.257 -2888.0
## + Blkper        1   0.02767 45.257 -2888.0
## + EffHgt        1   0.02469 45.260 -2888.0
## + AvgHgt        1   0.02064 45.264 -2887.9
## + RawT          1   0.01361 45.271 -2887.7
## + Astper        1   0.01145 45.274 -2887.7
## + threePRate    1   0.00885 45.276 -2887.6
## + Adj.T         1   0.00709 45.278 -2887.6
## + adj_t         1   0.00166 45.283 -2887.5
## + TOVper        1   0.00093 45.284 -2887.5
## + threePperD    1   0.00092 45.284 -2887.5
## + adj_t_rk      1   0.00031 45.285 -2887.4
## + eFG           1   0.00030 45.285 -2887.4
## + OpAstper      1   0.00019 45.285 -2887.4
## + Orebper       1   0.00006 45.285 -2887.4
## 
## Step:  AIC=-2906.99
## conf_winner ~ wab + barthag_rk + PPPOff + adj_d + adj_o + ov_elite_sos + 
##     ov_cur_sos
## 
##                Df Sum of Sq    RSS     AIC
## + barthag       1   0.50693 43.859 -2915.9
## + Exp           1   0.18218 44.184 -2908.9
## <none>                      44.366 -2907.0
## + EliteSOS      1   0.07436 44.292 -2906.6
## + Blkedper      1   0.06451 44.301 -2906.4
## + adj_d_rk      1   0.06383 44.302 -2906.4
## + nc_elite_sos  1   0.05935 44.307 -2906.3
## + Talent        1   0.05156 44.314 -2906.1
## + Astper        1   0.04148 44.324 -2905.9
## + OpORebper     1   0.03746 44.328 -2905.8
## + FTRate        1   0.03422 44.332 -2905.7
## + eFGD.         1   0.03204 44.334 -2905.7
## + adj_o_rk      1   0.02989 44.336 -2905.6
## + Blkper        1   0.02670 44.339 -2905.6
## + twoPperD      1   0.02560 44.340 -2905.5
## + threePRateD   1   0.02362 44.342 -2905.5
## + Op.Ftper      1   0.02305 44.343 -2905.5
## + FTRateD       1   0.02232 44.344 -2905.5
## + twoPper       1   0.01450 44.351 -2905.3
## + Orebper       1   0.01388 44.352 -2905.3
## + threePper     1   0.01251 44.353 -2905.3
## + Ftper         1   0.00739 44.359 -2905.2
## + TOVper        1   0.00479 44.361 -2905.1
## + OpAstper      1   0.00444 44.361 -2905.1
## + nc_cur_sos    1   0.00361 44.362 -2905.1
## + nc_fut_sos    1   0.00351 44.362 -2905.1
## + adj_t         1   0.00208 44.364 -2905.0
## + TOVperD       1   0.00146 44.364 -2905.0
## + ov_fut_sos    1   0.00141 44.365 -2905.0
## + PPPDef        1   0.00140 44.365 -2905.0
## + EffHgt        1   0.00056 44.365 -2905.0
## + Adj.T         1   0.00045 44.365 -2905.0
## + AvgHgt        1   0.00040 44.366 -2905.0
## + threePRate    1   0.00037 44.366 -2905.0
## + threePperD    1   0.00017 44.366 -2905.0
## + adj_t_rk      1   0.00008 44.366 -2905.0
## + eFG           1   0.00002 44.366 -2905.0
## + RawT          1   0.00001 44.366 -2905.0
## 
## Step:  AIC=-2915.94
## conf_winner ~ wab + barthag_rk + PPPOff + adj_d + adj_o + ov_elite_sos + 
##     ov_cur_sos + barthag
## 
##                Df Sum of Sq    RSS     AIC
## + Exp           1  0.147520 43.711 -2917.2
## + adj_o_rk      1  0.125744 43.733 -2916.7
## + adj_d_rk      1  0.103576 43.755 -2916.2
## <none>                      43.859 -2915.9
## + nc_elite_sos  1  0.064767 43.794 -2915.3
## + Blkedper      1  0.055996 43.803 -2915.2
## + Astper        1  0.055428 43.804 -2915.1
## + EliteSOS      1  0.046522 43.812 -2914.9
## + Talent        1  0.033304 43.826 -2914.7
## + Blkper        1  0.029673 43.829 -2914.6
## + Orebper       1  0.028808 43.830 -2914.6
## + eFGD.         1  0.019806 43.839 -2914.4
## + FTRateD       1  0.019392 43.840 -2914.4
## + TOVper        1  0.018401 43.841 -2914.3
## + twoPper       1  0.014803 43.844 -2914.3
## + threePper     1  0.014202 43.845 -2914.2
## + FTRate        1  0.013496 43.846 -2914.2
## + twoPperD      1  0.012566 43.846 -2914.2
## + Op.Ftper      1  0.011155 43.848 -2914.2
## + threePRateD   1  0.010341 43.849 -2914.2
## + nc_cur_sos    1  0.009461 43.850 -2914.1
## + nc_fut_sos    1  0.009178 43.850 -2914.1
## + OpAstper      1  0.008452 43.851 -2914.1
## + threePRate    1  0.007186 43.852 -2914.1
## + Ftper         1  0.006072 43.853 -2914.1
## + OpORebper     1  0.005530 43.853 -2914.1
## + ov_fut_sos    1  0.004159 43.855 -2914.0
## + AvgHgt        1  0.001050 43.858 -2914.0
## + PPPDef        1  0.000633 43.858 -2913.9
## + adj_t         1  0.000612 43.858 -2913.9
## + EffHgt        1  0.000425 43.859 -2913.9
## + threePperD    1  0.000406 43.859 -2913.9
## + TOVperD       1  0.000346 43.859 -2913.9
## + Adj.T         1  0.000221 43.859 -2913.9
## + eFG           1  0.000199 43.859 -2913.9
## + RawT          1  0.000085 43.859 -2913.9
## + adj_t_rk      1  0.000013 43.859 -2913.9
## 
## Step:  AIC=-2917.15
## conf_winner ~ wab + barthag_rk + PPPOff + adj_d + adj_o + ov_elite_sos + 
##     ov_cur_sos + barthag + Exp
## 
##                Df Sum of Sq    RSS     AIC
## + adj_o_rk      1  0.122624 43.589 -2917.8
## + adj_d_rk      1  0.107217 43.604 -2917.5
## <none>                      43.711 -2917.2
## + Astper        1  0.057016 43.654 -2916.4
## + Blkper        1  0.055351 43.656 -2916.4
## + EliteSOS      1  0.055156 43.656 -2916.3
## + nc_elite_sos  1  0.050105 43.661 -2916.2
## + Blkedper      1  0.044421 43.667 -2916.1
## + eFGD.         1  0.036403 43.675 -2915.9
## + FTRate        1  0.035073 43.676 -2915.9
## + FTRateD       1  0.028055 43.683 -2915.8
## + twoPperD      1  0.024435 43.687 -2915.7
## + Op.Ftper      1  0.023769 43.688 -2915.7
## + twoPper       1  0.016991 43.694 -2915.5
## + threePRateD   1  0.015597 43.696 -2915.5
## + OpORebper     1  0.014647 43.697 -2915.5
## + threePper     1  0.013004 43.698 -2915.4
## + Ftper         1  0.012530 43.699 -2915.4
## + Orebper       1  0.011137 43.700 -2915.4
## + OpAstper      1  0.009360 43.702 -2915.3
## + AvgHgt        1  0.005188 43.706 -2915.3
## + nc_cur_sos    1  0.004808 43.707 -2915.2
## + adj_t         1  0.004749 43.707 -2915.2
## + nc_fut_sos    1  0.004635 43.707 -2915.2
## + TOVper        1  0.004303 43.707 -2915.2
## + ov_fut_sos    1  0.003036 43.708 -2915.2
## + Adj.T         1  0.002453 43.709 -2915.2
## + threePRate    1  0.002279 43.709 -2915.2
## + PPPDef        1  0.002211 43.709 -2915.2
## + adj_t_rk      1  0.001661 43.710 -2915.2
## + Talent        1  0.001162 43.710 -2915.2
## + threePperD    1  0.001014 43.710 -2915.2
## + RawT          1  0.000502 43.711 -2915.2
## + TOVperD       1  0.000314 43.711 -2915.2
## + EffHgt        1  0.000158 43.711 -2915.2
## + eFG           1  0.000017 43.711 -2915.2
## 
## Step:  AIC=-2917.83
## conf_winner ~ wab + barthag_rk + PPPOff + adj_d + adj_o + ov_elite_sos + 
##     ov_cur_sos + barthag + Exp + adj_o_rk
## 
##                Df Sum of Sq    RSS     AIC
## <none>                      43.589 -2917.8
## + EliteSOS      1  0.086276 43.503 -2917.7
## + nc_elite_sos  1  0.047922 43.541 -2916.9
## + Blkper        1  0.047866 43.541 -2916.9
## + Blkedper      1  0.046135 43.543 -2916.8
## + Astper        1  0.044546 43.544 -2916.8
## + FTRate        1  0.041417 43.547 -2916.7
## + OpORebper     1  0.034818 43.554 -2916.6
## + eFGD.         1  0.033997 43.555 -2916.6
## + Op.Ftper      1  0.033372 43.555 -2916.6
## + threePRateD   1  0.029347 43.560 -2916.5
## + FTRateD       1  0.027237 43.562 -2916.4
## + twoPperD      1  0.024587 43.564 -2916.4
## + twoPper       1  0.020028 43.569 -2916.3
## + adj_d_rk      1  0.017108 43.572 -2916.2
## + Ftper         1  0.014920 43.574 -2916.2
## + threePper     1  0.012757 43.576 -2916.1
## + OpAstper      1  0.007266 43.582 -2916.0
## + adj_t_rk      1  0.005505 43.583 -2915.9
## + PPPDef        1  0.004894 43.584 -2915.9
## + TOVperD       1  0.004603 43.584 -2915.9
## + nc_cur_sos    1  0.004032 43.585 -2915.9
## + nc_fut_sos    1  0.003893 43.585 -2915.9
## + Orebper       1  0.003491 43.585 -2915.9
## + adj_t         1  0.002765 43.586 -2915.9
## + ov_fut_sos    1  0.002326 43.587 -2915.9
## + Adj.T         1  0.001668 43.587 -2915.9
## + AvgHgt        1  0.001361 43.587 -2915.9
## + Talent        1  0.001168 43.588 -2915.8
## + TOVper        1  0.000823 43.588 -2915.8
## + threePRate    1  0.000790 43.588 -2915.8
## + threePperD    1  0.000200 43.589 -2915.8
## + EffHgt        1  0.000147 43.589 -2915.8
## + eFG           1  0.000086 43.589 -2915.8
## + RawT          1  0.000040 43.589 -2915.8
#accuracy
ovr.lm.forward.pred <- predict(OVR.lm.forward, ovr_valid.df, na.action = na.pass)
accuracy(ovr.lm.forward.pred, ovr_valid.df$conf_winner)
##                     ME      RMSE       MAE MPE MAPE
## Test set -0.0003519304 0.2517486 0.1587212 NaN  Inf

Stepwise Selection

OVR.lm.stepwise <- step(OVR_lm, direction = 'both')
## Start:  AIC=264.3
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=264.3
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - nc_fut_sos    1   176.30 262.30
## - nc_cur_sos    1   176.30 262.30
## - barthag       1   176.30 262.30
## - Astper        1   176.31 262.31
## - TOVper        1   176.31 262.31
## - adj_t_rk      1   176.32 262.32
## - PPPOff        1   176.34 262.34
## - barthag_rk    1   176.36 262.36
## - eFG           1   176.38 262.38
## - Talent        1   176.39 262.39
## - EffHgt        1   176.44 262.44
## - FTRateD       1   176.65 262.65
## - Orebper       1   176.90 262.90
## - RawT          1   176.92 262.92
## - threePRate    1   176.93 262.93
## - threePper     1   176.97 262.97
## - twoPper       1   176.98 262.98
## - Ftper         1   177.11 263.11
## - EliteSOS      1   177.25 263.25
## - Blkper        1   177.28 263.28
## - FTRate        1   177.31 263.31
## - Op.Ftper      1   177.34 263.34
## - adj_t         1   177.41 263.41
## - PPPDef        1   177.73 263.73
## - OpORebper     1   177.89 263.89
## - adj_d         1   178.00 264.00
## - TOVperD       1   178.03 264.02
## - twoPperD      1   178.05 264.05
## - threePperD    1   178.14 264.14
## - adj_d_rk      1   178.30 264.30
## <none>              176.30 264.30
## - adj_o         1   178.47 264.47
## - Blkedper      1   178.53 264.53
## - nc_elite_sos  1   178.99 264.99
## - AvgHgt        1   179.70 265.70
## - Exp           1   179.83 265.83
## - OpAstper      1   180.09 266.09
## - eFGD.         1   180.18 266.18
## - threePRateD   1   180.74 266.74
## - adj_o_rk      1   180.81 266.81
## - Adj.T         1   181.01 267.01
## - ov_elite_sos  1   185.44 271.44
## - ov_fut_sos    1   191.40 277.40
## - wab           1   226.16 312.15
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=262.3
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_cur_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - barthag       1   176.30 260.30
## - Astper        1   176.31 260.31
## - TOVper        1   176.31 260.31
## - adj_t_rk      1   176.32 260.32
## - PPPOff        1   176.34 260.34
## - barthag_rk    1   176.36 260.36
## - eFG           1   176.38 260.38
## - Talent        1   176.39 260.39
## - EffHgt        1   176.44 260.44
## - FTRateD       1   176.65 260.65
## - Orebper       1   176.90 260.90
## - RawT          1   176.92 260.92
## - threePRate    1   176.93 260.93
## - threePper     1   176.97 260.97
## - twoPper       1   176.98 260.98
## - Ftper         1   177.11 261.11
## - EliteSOS      1   177.25 261.25
## - Blkper        1   177.28 261.28
## - FTRate        1   177.31 261.31
## - Op.Ftper      1   177.34 261.34
## - adj_t         1   177.41 261.41
## - PPPDef        1   177.73 261.73
## - OpORebper     1   177.89 261.89
## - adj_d         1   178.00 262.00
## - TOVperD       1   178.03 262.02
## - twoPperD      1   178.05 262.05
## - threePperD    1   178.14 262.14
## - adj_d_rk      1   178.30 262.30
## <none>              176.30 262.30
## - adj_o         1   178.47 262.47
## - Blkedper      1   178.53 262.53
## - nc_cur_sos    1   178.67 262.67
## - nc_elite_sos  1   178.99 262.99
## - AvgHgt        1   179.70 263.70
## - Exp           1   179.83 263.83
## - OpAstper      1   180.09 264.09
## - eFGD.         1   180.18 264.18
## + nc_fut_sos    1   176.30 264.30
## + ov_cur_sos    1   176.30 264.30
## - threePRateD   1   180.74 264.74
## - adj_o_rk      1   180.81 264.81
## - Adj.T         1   181.01 265.01
## - ov_elite_sos  1   185.44 269.44
## - ov_fut_sos    1   191.40 275.40
## - wab           1   226.16 310.16
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=260.3
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Astper        1   176.31 258.31
## - TOVper        1   176.31 258.31
## - adj_t_rk      1   176.32 258.32
## - PPPOff        1   176.34 258.34
## - eFG           1   176.38 258.38
## - Talent        1   176.39 258.39
## - EffHgt        1   176.44 258.44
## - barthag_rk    1   176.44 258.44
## - FTRateD       1   176.65 258.65
## - Orebper       1   176.90 258.90
## - RawT          1   176.92 258.92
## - threePRate    1   176.94 258.94
## - threePper     1   176.98 258.98
## - twoPper       1   176.99 258.99
## - Ftper         1   177.11 259.11
## - EliteSOS      1   177.25 259.25
## - FTRate        1   177.31 259.31
## - Blkper        1   177.31 259.31
## - Op.Ftper      1   177.35 259.35
## - adj_t         1   177.44 259.44
## - PPPDef        1   177.75 259.75
## - OpORebper     1   177.92 259.92
## - twoPperD      1   178.05 260.05
## - TOVperD       1   178.05 260.05
## - threePperD    1   178.14 260.14
## <none>              176.30 260.30
## - adj_d_rk      1   178.32 260.32
## - Blkedper      1   178.53 260.53
## - nc_cur_sos    1   178.70 260.70
## - adj_o         1   178.93 260.93
## - adj_d         1   178.97 260.97
## - nc_elite_sos  1   179.02 261.02
## - AvgHgt        1   179.72 261.72
## - Exp           1   179.83 261.83
## - OpAstper      1   180.09 262.09
## - eFGD.         1   180.19 262.19
## + barthag       1   176.30 262.30
## + nc_fut_sos    1   176.30 262.30
## + ov_cur_sos    1   176.30 262.30
## - threePRateD   1   180.76 262.76
## - adj_o_rk      1   180.94 262.94
## - Adj.T         1   181.07 263.07
## - ov_elite_sos  1   185.47 267.47
## - ov_fut_sos    1   191.41 273.41
## - wab           1   226.54 308.54
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=258.31
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - TOVper        1   176.32 256.32
## - adj_t_rk      1   176.33 256.33
## - PPPOff        1   176.34 256.34
## - eFG           1   176.38 256.38
## - Talent        1   176.39 256.39
## - EffHgt        1   176.44 256.44
## - barthag_rk    1   176.45 256.45
## - FTRateD       1   176.66 256.66
## - Orebper       1   176.91 256.91
## - RawT          1   176.92 256.92
## - threePRate    1   176.94 256.94
## - threePper     1   176.98 256.98
## - twoPper       1   176.99 256.99
## - Ftper         1   177.12 257.12
## - EliteSOS      1   177.28 257.27
## - Blkper        1   177.34 257.34
## - Op.Ftper      1   177.35 257.35
## - FTRate        1   177.36 257.36
## - adj_t         1   177.45 257.45
## - PPPDef        1   177.75 257.75
## - OpORebper     1   177.93 257.93
## - twoPperD      1   178.06 258.06
## - TOVperD       1   178.06 258.06
## - threePperD    1   178.15 258.15
## <none>              176.31 258.31
## - adj_d_rk      1   178.32 258.32
## - Blkedper      1   178.55 258.55
## - nc_cur_sos    1   178.70 258.70
## - adj_o         1   178.93 258.93
## - adj_d         1   178.97 258.97
## - nc_elite_sos  1   179.02 259.02
## - AvgHgt        1   179.77 259.77
## - Exp           1   179.89 259.89
## - eFGD.         1   180.20 260.20
## + Astper        1   176.30 260.30
## + barthag       1   176.31 260.31
## + ov_cur_sos    1   176.31 260.31
## + nc_fut_sos    1   176.31 260.31
## - OpAstper      1   180.63 260.63
## - threePRateD   1   180.78 260.78
## - adj_o_rk      1   180.94 260.94
## - Adj.T         1   181.10 261.10
## - ov_elite_sos  1   185.55 265.55
## - ov_fut_sos    1   191.45 271.45
## - wab           1   226.77 306.77
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=256.32
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - adj_t_rk      1   176.34 254.34
## - Talent        1   176.41 254.41
## - EffHgt        1   176.44 254.44
## - barthag_rk    1   176.46 254.46
## - eFG           1   176.55 254.55
## - FTRateD       1   176.68 254.68
## - PPPOff        1   176.85 254.85
## - RawT          1   176.94 254.94
## - threePper     1   176.99 254.99
## - twoPper       1   177.01 255.01
## - EliteSOS      1   177.33 255.33
## - Blkper        1   177.34 255.34
## - Op.Ftper      1   177.38 255.38
## - threePRate    1   177.38 255.38
## - adj_t         1   177.46 255.46
## - PPPDef        1   177.91 255.91
## - twoPperD      1   178.06 256.06
## - threePperD    1   178.15 256.15
## - OpORebper     1   178.19 256.19
## - TOVperD       1   178.31 256.31
## <none>              176.32 256.32
## - adj_d_rk      1   178.32 256.32
## - Blkedper      1   178.55 256.55
## - nc_cur_sos    1   178.71 256.71
## - Ftper         1   178.72 256.73
## - adj_o         1   178.93 256.93
## - adj_d         1   178.97 256.97
## - nc_elite_sos  1   179.03 257.03
## - FTRate        1   179.08 257.08
## - AvgHgt        1   179.81 257.81
## - Exp           1   179.89 257.89
## + TOVper        1   176.31 258.31
## + Astper        1   176.31 258.31
## + barthag       1   176.32 258.32
## + ov_cur_sos    1   176.32 258.32
## + nc_fut_sos    1   176.32 258.32
## - eFGD.         1   180.50 258.50
## - OpAstper      1   180.63 258.63
## - threePRateD   1   180.99 258.99
## - adj_o_rk      1   181.04 259.04
## - Adj.T         1   181.12 259.12
## - Orebper       1   184.30 262.30
## - ov_elite_sos  1   185.77 263.77
## - ov_fut_sos    1   191.51 269.51
## - wab           1   227.11 305.11
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=254.34
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Talent        1   176.43 252.43
## - EffHgt        1   176.46 252.46
## - barthag_rk    1   176.48 252.48
## - eFG           1   176.57 252.57
## - FTRateD       1   176.70 252.70
## - PPPOff        1   176.88 252.88
## - RawT          1   176.98 252.98
## - threePper     1   177.02 253.02
## - twoPper       1   177.04 253.04
## - EliteSOS      1   177.34 253.34
## - Blkper        1   177.37 253.37
## - Op.Ftper      1   177.41 253.41
## - threePRate    1   177.47 253.47
## - adj_t         1   177.58 253.58
## - PPPDef        1   177.93 253.93
## - twoPperD      1   178.12 254.12
## - threePperD    1   178.21 254.21
## - OpORebper     1   178.22 254.22
## - TOVperD       1   178.31 254.31
## <none>              176.34 254.34
## - Blkedper      1   178.57 254.57
## - adj_d_rk      1   178.59 254.59
## - Ftper         1   178.74 254.74
## - nc_cur_sos    1   178.77 254.77
## - adj_o         1   178.97 254.97
## - FTRate        1   179.08 255.08
## - nc_elite_sos  1   179.10 255.10
## - adj_d         1   179.11 255.11
## - AvgHgt        1   179.85 255.85
## - Exp           1   179.99 255.99
## + adj_t_rk      1   176.32 256.32
## + TOVper        1   176.33 256.33
## + Astper        1   176.34 256.34
## + barthag       1   176.34 256.34
## + ov_cur_sos    1   176.34 256.34
## + nc_fut_sos    1   176.34 256.34
## - eFGD.         1   180.55 256.55
## - OpAstper      1   180.65 256.65
## - threePRateD   1   180.99 256.99
## - adj_o_rk      1   181.05 257.05
## - Adj.T         1   181.12 257.12
## - Orebper       1   184.33 260.33
## - ov_elite_sos  1   186.23 262.23
## - ov_fut_sos    1   191.55 267.55
## - wab           1   227.39 303.39
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=252.43
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - EffHgt        1   176.56 250.56
## - barthag_rk    1   176.59 250.59
## - eFG           1   176.66 250.66
## - FTRateD       1   176.91 250.91
## - PPPOff        1   176.95 250.95
## - RawT          1   177.05 251.05
## - threePper     1   177.10 251.10
## - twoPper       1   177.12 251.12
## - EliteSOS      1   177.37 251.37
## - Blkper        1   177.42 251.42
## - threePRate    1   177.47 251.47
## - adj_t         1   177.67 251.67
## - Op.Ftper      1   177.69 251.69
## - twoPperD      1   178.14 252.14
## - PPPDef        1   178.20 252.20
## - threePperD    1   178.22 252.22
## <none>              176.43 252.43
## - OpORebper     1   178.55 252.55
## - adj_d_rk      1   178.61 252.61
## - Blkedper      1   178.63 252.63
## - TOVperD       1   178.66 252.66
## - Ftper         1   178.80 252.80
## - nc_cur_sos    1   178.98 252.98
## - adj_o         1   179.04 253.04
## - FTRate        1   179.12 253.12
## - adj_d         1   179.16 253.16
## - nc_elite_sos  1   179.25 253.25
## - AvgHgt        1   180.05 254.05
## + Talent        1   176.34 254.34
## + TOVper        1   176.41 254.41
## + adj_t_rk      1   176.41 254.41
## - Exp           1   180.42 254.42
## + Astper        1   176.42 254.42
## + barthag       1   176.43 254.43
## + nc_fut_sos    1   176.43 254.43
## + ov_cur_sos    1   176.43 254.43
## - eFGD.         1   180.63 254.63
## - OpAstper      1   180.65 254.65
## - adj_o_rk      1   181.07 255.07
## - Adj.T         1   181.15 255.15
## - threePRateD   1   181.38 255.38
## - Orebper       1   184.34 258.34
## - ov_elite_sos  1   186.26 260.26
## - ov_fut_sos    1   191.61 265.61
## - wab           1   227.39 301.39
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=250.56
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - barthag_rk    1   176.72 248.72
## - eFG           1   176.82 248.82
## - PPPOff        1   177.08 249.08
## - FTRateD       1   177.09 249.09
## - RawT          1   177.22 249.22
## - threePper     1   177.27 249.27
## - twoPper       1   177.30 249.30
## - EliteSOS      1   177.53 249.53
## - threePRate    1   177.56 249.56
## - Blkper        1   177.70 249.70
## - adj_t         1   177.84 249.84
## - Op.Ftper      1   177.91 249.91
## - twoPperD      1   178.35 250.35
## - threePperD    1   178.44 250.44
## - PPPDef        1   178.46 250.46
## <none>              176.56 250.56
## - Blkedper      1   178.70 250.70
## - OpORebper     1   178.72 250.72
## - Ftper         1   178.80 250.80
## - TOVperD       1   178.80 250.80
## - adj_d_rk      1   178.85 250.85
## - adj_o         1   179.13 251.13
## - nc_cur_sos    1   179.15 251.15
## - adj_d         1   179.16 251.16
## - FTRate        1   179.17 251.17
## - nc_elite_sos  1   179.39 251.39
## + EffHgt        1   176.43 252.43
## + Talent        1   176.46 252.46
## + adj_t_rk      1   176.54 252.54
## - Exp           1   180.54 252.54
## + TOVper        1   176.55 252.55
## + Astper        1   176.56 252.56
## + barthag       1   176.56 252.56
## + nc_fut_sos    1   176.56 252.56
## + ov_cur_sos    1   176.56 252.56
## - OpAstper      1   180.67 252.67
## - eFGD.         1   180.92 252.92
## - adj_o_rk      1   181.27 253.27
## - Adj.T         1   181.46 253.46
## - threePRateD   1   181.70 253.70
## - AvgHgt        1   183.09 255.09
## - Orebper       1   184.34 256.34
## - ov_elite_sos  1   186.41 258.41
## - ov_fut_sos    1   191.97 263.97
## - wab           1   227.46 299.46
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=248.72
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + OpAstper + threePRate + threePRateD + Adj.T + 
##     AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - eFG           1   176.98 246.98
## - FTRateD       1   177.22 247.22
## - PPPOff        1   177.37 247.37
## - RawT          1   177.41 247.41
## - threePper     1   177.42 247.42
## - twoPper       1   177.46 247.46
## - EliteSOS      1   177.63 247.63
## - threePRate    1   177.79 247.79
## - Blkper        1   177.83 247.83
## - adj_t         1   177.89 247.89
## - Op.Ftper      1   177.98 247.98
## - twoPperD      1   178.51 248.51
## - PPPDef        1   178.59 248.59
## - threePperD    1   178.59 248.59
## <none>              176.72 248.72
## - OpORebper     1   178.85 248.85
## - Ftper         1   178.90 248.90
## - TOVperD       1   178.95 248.95
## - Blkedper      1   179.02 249.02
## - adj_d         1   179.16 249.16
## - nc_cur_sos    1   179.24 249.24
## - FTRate        1   179.28 249.28
## - nc_elite_sos  1   179.42 249.42
## - adj_d_rk      1   180.01 250.01
## - adj_o         1   180.47 250.47
## + barthag_rk    1   176.56 250.56
## + EffHgt        1   176.59 250.59
## + Talent        1   176.60 250.60
## + barthag       1   176.61 250.61
## + adj_t_rk      1   176.70 250.70
## + TOVper        1   176.71 250.71
## + Astper        1   176.71 250.71
## + nc_fut_sos    1   176.72 250.72
## + ov_cur_sos    1   176.72 250.72
## - Exp           1   180.79 250.79
## - OpAstper      1   180.96 250.96
## - eFGD.         1   181.06 251.06
## - Adj.T         1   181.47 251.47
## - adj_o_rk      1   181.60 251.60
## - threePRateD   1   181.90 251.90
## - AvgHgt        1   183.18 253.18
## - Orebper       1   184.59 254.59
## - ov_elite_sos  1   186.43 256.43
## - ov_fut_sos    1   192.03 262.03
## - wab           1   227.59 297.59
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=246.98
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + FTRateD + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + Exp + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - FTRateD       1   177.47 245.47
## - PPPOff        1   177.65 245.65
## - RawT          1   177.74 245.74
## - EliteSOS      1   177.81 245.81
## - adj_t         1   178.02 246.02
## - Blkper        1   178.19 246.19
## - Op.Ftper      1   178.25 246.25
## - threePRate    1   178.57 246.57
## - threePper     1   178.78 246.78
## - PPPDef        1   178.81 246.81
## - twoPperD      1   178.82 246.82
## - threePperD    1   178.88 246.88
## <none>              176.98 246.98
## - Ftper         1   179.09 247.09
## - OpORebper     1   179.12 247.12
## - TOVperD       1   179.20 247.20
## - nc_cur_sos    1   179.45 247.45
## - adj_d         1   179.50 247.50
## - FTRate        1   179.51 247.51
## - Blkedper      1   179.59 247.59
## - nc_elite_sos  1   179.68 247.68
## - twoPper       1   179.69 247.69
## - adj_d_rk      1   180.30 248.30
## + eFG           1   176.72 248.72
## + TOVper        1   176.80 248.80
## + EffHgt        1   176.81 248.81
## + barthag_rk    1   176.82 248.82
## - adj_o         1   180.84 248.84
## + Talent        1   176.87 248.87
## + barthag       1   176.88 248.88
## + adj_t_rk      1   176.96 248.96
## + Astper        1   176.97 248.97
## + ov_cur_sos    1   176.97 248.97
## + nc_fut_sos    1   176.97 248.97
## - Exp           1   181.01 249.01
## - OpAstper      1   181.31 249.31
## - eFGD.         1   181.35 249.35
## - Adj.T         1   181.57 249.57
## - adj_o_rk      1   182.04 250.04
## - threePRateD   1   182.30 250.30
## - AvgHgt        1   183.37 251.37
## - Orebper       1   184.89 252.89
## - ov_elite_sos  1   186.53 254.53
## - ov_fut_sos    1   192.47 260.48
## - wab           1   228.36 296.36
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=245.48
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + OpAstper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + Exp + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - PPPOff        1   178.23 244.23
## - RawT          1   178.26 244.26
## - Blkper        1   178.29 244.29
## - Op.Ftper      1   178.29 244.29
## - EliteSOS      1   178.48 244.48
## - adj_t         1   178.58 244.58
## - threePper     1   179.27 245.27
## - threePRate    1   179.46 245.46
## <none>              177.47 245.47
## - twoPperD      1   179.51 245.51
## - PPPDef        1   179.55 245.55
## - Ftper         1   179.63 245.63
## - threePperD    1   179.70 245.70
## - adj_d         1   179.76 245.76
## - FTRate        1   179.82 245.82
## - nc_cur_sos    1   180.00 246.00
## - twoPper       1   180.19 246.19
## - Blkedper      1   180.25 246.25
## - nc_elite_sos  1   180.28 246.28
## - OpORebper     1   180.46 246.46
## - adj_d_rk      1   180.53 246.53
## + FTRateD       1   176.98 246.98
## + eFG           1   177.22 247.22
## + Talent        1   177.25 247.25
## + EffHgt        1   177.25 247.25
## - TOVperD       1   181.28 247.28
## + barthag_rk    1   177.34 247.34
## - eFGD.         1   181.39 247.39
## - Exp           1   181.40 247.40
## + barthag       1   177.41 247.41
## + TOVper        1   177.45 247.45
## + adj_t_rk      1   177.46 247.46
## + Astper        1   177.47 247.47
## + nc_fut_sos    1   177.47 247.47
## + ov_cur_sos    1   177.47 247.47
## - adj_o         1   181.65 247.65
## - OpAstper      1   182.09 248.09
## - Adj.T         1   182.18 248.18
## - threePRateD   1   182.35 248.35
## - adj_o_rk      1   182.79 248.79
## - AvgHgt        1   185.18 251.18
## - Orebper       1   185.47 251.47
## - ov_elite_sos  1   187.70 253.70
## - ov_fut_sos    1   193.12 259.12
## - wab           1   228.55 294.55
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=244.23
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + OpAstper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + Exp + Ftper + 
##     Op.Ftper + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Blkper        1   178.91 242.91
## - RawT          1   178.96 242.96
## - EliteSOS      1   178.97 242.97
## - Op.Ftper      1   179.24 243.24
## - adj_t         1   179.54 243.54
## - threePRate    1   179.77 243.77
## - FTRate        1   180.17 244.17
## <none>              178.23 244.23
## - PPPDef        1   180.25 244.25
## - twoPperD      1   180.45 244.45
## - Blkedper      1   180.52 244.52
## - threePperD    1   180.60 244.60
## - Ftper         1   180.89 244.89
## - adj_d_rk      1   181.19 245.19
## - threePper     1   181.25 245.25
## - adj_d         1   181.36 245.36
## - nc_cur_sos    1   181.36 245.36
## + PPPOff        1   177.47 245.47
## - OpORebper     1   181.49 245.49
## + TOVper        1   177.54 245.54
## - nc_elite_sos  1   181.58 245.58
## + FTRateD       1   177.65 245.65
## - Exp           1   181.92 245.92
## + eFG           1   177.96 245.96
## + barthag_rk    1   177.97 245.97
## + Talent        1   178.01 246.01
## + EffHgt        1   178.02 246.02
## + barthag       1   178.09 246.09
## + adj_t_rk      1   178.21 246.21
## + Astper        1   178.22 246.22
## + ov_cur_sos    1   178.23 246.23
## + nc_fut_sos    1   178.23 246.23
## - eFGD.         1   182.59 246.59
## - twoPper       1   182.63 246.63
## - TOVperD       1   182.65 246.65
## - threePRateD   1   182.73 246.73
## - OpAstper      1   182.80 246.80
## - Adj.T         1   183.24 247.24
## - adj_o         1   183.28 247.28
## - adj_o_rk      1   183.98 247.98
## - AvgHgt        1   185.72 249.72
## - ov_elite_sos  1   188.24 252.24
## - Orebper       1   189.10 253.10
## - ov_fut_sos    1   194.06 258.06
## - wab           1   230.80 294.80
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=242.9
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkedper + OpAstper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + Exp + Ftper + 
##     Op.Ftper + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - RawT          1   179.48 241.48
## - EliteSOS      1   179.59 241.59
## - Op.Ftper      1   179.87 241.87
## - threePRate    1   180.34 242.34
## - adj_t         1   180.40 242.40
## - FTRate        1   180.51 242.51
## - twoPperD      1   180.83 242.83
## <none>              178.91 242.91
## - PPPDef        1   181.07 243.07
## - threePperD    1   181.10 243.10
## - Blkedper      1   181.46 243.46
## - Ftper         1   181.59 243.59
## - nc_cur_sos    1   181.73 243.73
## - OpORebper     1   182.02 244.02
## - adj_d_rk      1   182.05 244.05
## - nc_elite_sos  1   182.06 244.06
## - threePper     1   182.10 244.10
## + Blkper        1   178.23 244.23
## + TOVper        1   178.24 244.24
## - Exp           1   182.29 244.29
## + PPPOff        1   178.29 244.29
## - adj_d         1   182.35 244.35
## + eFG           1   178.55 244.55
## + EffHgt        1   178.57 244.57
## + barthag_rk    1   178.67 244.67
## + FTRateD       1   178.75 244.75
## + Talent        1   178.80 244.80
## + barthag       1   178.81 244.81
## - threePRateD   1   182.82 244.82
## + Astper        1   178.85 244.85
## + adj_t_rk      1   178.88 244.88
## + ov_cur_sos    1   178.91 244.91
## + nc_fut_sos    1   178.91 244.91
## - eFGD.         1   183.12 245.12
## - OpAstper      1   183.29 245.29
## - twoPper       1   183.32 245.32
## - TOVperD       1   183.66 245.66
## - adj_o         1   183.91 245.91
## - Adj.T         1   183.92 245.92
## - adj_o_rk      1   184.91 246.91
## - AvgHgt        1   187.18 249.18
## - ov_elite_sos  1   188.54 250.54
## - Orebper       1   189.15 251.15
## - ov_fut_sos    1   194.13 256.13
## - wab           1   230.81 292.81
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=241.48
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + twoPper + twoPperD + 
##     threePper + threePperD + Blkedper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + Exp + Ftper + Op.Ftper + PPPDef + 
##     EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - EliteSOS      1   180.30 240.30
## - Op.Ftper      1   180.37 240.37
## - threePRate    1   180.74 240.74
## - FTRate        1   181.10 241.10
## - twoPperD      1   181.27 241.27
## <none>              179.48 241.48
## - threePperD    1   181.54 241.54
## - PPPDef        1   181.72 241.72
## - Blkedper      1   181.90 241.90
## - Ftper         1   182.12 242.12
## - adj_t         1   182.28 242.28
## - threePper     1   182.42 242.42
## - nc_cur_sos    1   182.56 242.56
## - Exp           1   182.58 242.58
## - adj_d_rk      1   182.66 242.66
## - OpORebper     1   182.71 242.71
## - adj_d         1   182.77 242.77
## + TOVper        1   178.80 242.80
## + PPPOff        1   178.89 242.89
## - nc_elite_sos  1   182.90 242.90
## + RawT          1   178.91 242.91
## + Blkper        1   178.96 242.96
## + eFG           1   179.06 243.06
## + EffHgt        1   179.08 243.08
## + barthag_rk    1   179.21 243.21
## + FTRateD       1   179.29 243.29
## + barthag       1   179.37 243.37
## + Talent        1   179.39 243.39
## + adj_t_rk      1   179.43 243.43
## + Astper        1   179.44 243.44
## + nc_fut_sos    1   179.48 243.48
## + ov_cur_sos    1   179.48 243.48
## - eFGD.         1   183.55 243.55
## - threePRateD   1   183.68 243.68
## - twoPper       1   183.84 243.84
## - Adj.T         1   183.97 243.97
## - OpAstper      1   184.15 244.15
## - TOVperD       1   184.23 244.23
## - adj_o         1   184.57 244.57
## - adj_o_rk      1   185.66 245.66
## - AvgHgt        1   187.47 247.47
## - Orebper       1   189.53 249.53
## - ov_elite_sos  1   189.81 249.81
## - ov_fut_sos    1   195.49 255.49
## - wab           1   231.12 291.12
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=240.3
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + twoPper + twoPperD + 
##     threePper + threePperD + Blkedper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + Exp + Ftper + Op.Ftper + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Op.Ftper      1   181.25 239.25
## - threePRate    1   181.40 239.40
## - FTRate        1   181.93 239.93
## - twoPperD      1   182.27 240.27
## <none>              180.30 240.30
## - PPPDef        1   182.38 240.38
## - adj_t         1   182.39 240.39
## - Ftper         1   182.51 240.51
## - threePperD    1   182.55 240.55
## - Blkedper      1   182.66 240.66
## - threePper     1   183.02 241.02
## - adj_d_rk      1   183.32 241.32
## - Exp           1   183.38 241.38
## + EliteSOS      1   179.48 241.48
## - OpORebper     1   183.49 241.49
## + RawT          1   179.59 241.59
## - adj_d         1   183.67 241.67
## + Blkper        1   179.85 241.85
## + TOVper        1   179.85 241.85
## + EffHgt        1   179.87 241.87
## + PPPOff        1   179.95 241.95
## - Adj.T         1   183.98 241.98
## + FTRateD       1   179.99 241.99
## + eFG           1   180.00 242.00
## + barthag_rk    1   180.12 242.12
## + barthag       1   180.24 242.24
## + Talent        1   180.27 242.27
## + Astper        1   180.28 242.28
## + adj_t_rk      1   180.30 242.30
## + ov_cur_sos    1   180.30 242.30
## + nc_fut_sos    1   180.30 242.30
## - twoPper       1   184.34 242.34
## - nc_cur_sos    1   184.45 242.45
## - eFGD.         1   184.58 242.58
## - nc_elite_sos  1   184.59 242.59
## - threePRateD   1   184.78 242.78
## - OpAstper      1   184.89 242.89
## - adj_o         1   184.94 242.94
## - TOVperD       1   185.12 243.12
## - adj_o_rk      1   186.34 244.34
## - AvgHgt        1   188.23 246.23
## - Orebper       1   189.75 247.75
## - ov_fut_sos    1   198.34 256.34
## - ov_elite_sos  1   218.62 276.62
## - wab           1   233.08 291.08
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=239.25
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + twoPper + twoPperD + 
##     threePper + threePperD + Blkedper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + Exp + Ftper + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - threePRate    1   182.30 238.30
## - PPPDef        1   182.43 238.43
## - twoPperD      1   182.91 238.91
## - adj_t         1   183.18 239.18
## - threePperD    1   183.21 239.21
## <none>              181.25 239.25
## - OpORebper     1   183.49 239.49
## - FTRate        1   183.54 239.54
## - Blkedper      1   183.58 239.58
## - Ftper         1   183.78 239.78
## - threePper     1   184.00 240.00
## - Exp           1   184.02 240.02
## - adj_d_rk      1   184.17 240.17
## + Op.Ftper      1   180.30 240.30
## + EliteSOS      1   180.37 240.37
## - Adj.T         1   184.60 240.60
## + RawT          1   180.63 240.63
## + TOVper        1   180.65 240.65
## - eFGD.         1   184.77 240.77
## + PPPOff        1   180.77 240.77
## + EffHgt        1   180.78 240.78
## + Blkper        1   180.83 240.83
## - adj_d         1   184.87 240.87
## + eFG           1   180.93 240.93
## - TOVperD       1   185.14 241.14
## + barthag_rk    1   181.16 241.16
## + FTRateD       1   181.17 241.17
## + Talent        1   181.21 241.21
## + barthag       1   181.21 241.21
## + Astper        1   181.25 241.25
## + adj_t_rk      1   181.25 241.25
## + ov_cur_sos    1   181.25 241.25
## + nc_fut_sos    1   181.25 241.25
## - nc_elite_sos  1   185.34 241.34
## - threePRateD   1   185.50 241.50
## - twoPper       1   185.81 241.81
## - nc_cur_sos    1   185.81 241.81
## - adj_o         1   186.07 242.07
## - OpAstper      1   186.44 242.44
## - adj_o_rk      1   187.27 243.27
## - AvgHgt        1   188.76 244.76
## - Orebper       1   191.19 247.19
## - ov_fut_sos    1   200.00 256.00
## - ov_elite_sos  1   220.50 276.50
## - wab           1   234.41 290.40
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=238.3
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + twoPper + twoPperD + 
##     threePper + threePperD + Blkedper + OpAstper + threePRateD + 
##     Adj.T + AvgHgt + Exp + Ftper + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - twoPperD      1   183.68 237.68
## - PPPDef        1   183.74 237.74
## - Blkedper      1   183.76 237.76
## - threePperD    1   183.97 237.97
## - FTRate        1   184.16 238.16
## <none>              182.30 238.30
## - adj_t         1   184.78 238.78
## - Exp           1   185.13 239.13
## - Ftper         1   185.14 239.14
## - OpORebper     1   185.18 239.18
## - threePper     1   185.19 239.19
## + threePRate    1   181.25 239.25
## - adj_d_rk      1   185.38 239.38
## + Op.Ftper      1   181.40 239.40
## + TOVper        1   181.47 239.47
## + EliteSOS      1   181.57 239.57
## + eFG           1   181.57 239.57
## - eFGD.         1   185.60 239.60
## + RawT          1   181.85 239.85
## + EffHgt        1   181.91 239.91
## + Blkper        1   181.91 239.91
## - nc_elite_sos  1   186.07 240.07
## + PPPOff        1   182.10 240.10
## - twoPper       1   186.12 240.12
## + barthag_rk    1   182.16 240.16
## - Adj.T         1   186.24 240.24
## + barthag       1   182.26 240.26
## + FTRateD       1   182.27 240.27
## + adj_t_rk      1   182.28 240.28
## + Talent        1   182.30 240.30
## + Astper        1   182.30 240.30
## + nc_fut_sos    1   182.30 240.30
## + ov_cur_sos    1   182.30 240.30
## - adj_d         1   186.60 240.60
## - nc_cur_sos    1   186.70 240.70
## - TOVperD       1   187.30 241.30
## - threePRateD   1   187.37 241.37
## - adj_o         1   187.46 241.46
## - OpAstper      1   187.75 241.75
## - adj_o_rk      1   188.47 242.47
## - AvgHgt        1   189.41 243.41
## - Orebper       1   194.68 248.68
## - ov_fut_sos    1   200.41 254.41
## - ov_elite_sos  1   220.52 274.52
## - wab           1   234.75 288.75
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=237.68
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + twoPper + threePper + 
##     threePperD + Blkedper + OpAstper + threePRateD + Adj.T + 
##     AvgHgt + Exp + Ftper + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - threePperD    1   184.16 236.16
## - PPPDef        1   184.83 236.83
## - Blkedper      1   185.33 237.33
## <none>              183.68 237.68
## - FTRate        1   185.86 237.86
## - Exp           1   186.21 238.21
## + twoPperD      1   182.30 238.30
## - Ftper         1   186.38 238.38
## - OpORebper     1   186.42 238.42
## - adj_d_rk      1   186.53 238.53
## - threePper     1   186.58 238.58
## - adj_t         1   186.69 238.69
## + EliteSOS      1   182.81 238.81
## + threePRate    1   182.91 238.91
## + TOVper        1   182.93 238.93
## + eFG           1   183.02 239.02
## + Op.Ftper      1   183.06 239.06
## + EffHgt        1   183.14 239.14
## - twoPper       1   187.18 239.18
## + RawT          1   183.29 239.29
## + PPPOff        1   183.39 239.39
## + Blkper        1   183.47 239.47
## + barthag_rk    1   183.54 239.54
## + barthag       1   183.62 239.62
## + adj_t_rk      1   183.63 239.63
## + Talent        1   183.66 239.66
## + FTRateD       1   183.68 239.68
## + Astper        1   183.68 239.68
## + ov_cur_sos    1   183.68 239.68
## + nc_fut_sos    1   183.68 239.68
## - nc_elite_sos  1   187.76 239.76
## - adj_d         1   188.14 240.14
## - Adj.T         1   188.18 240.18
## - nc_cur_sos    1   188.40 240.40
## - TOVperD       1   188.60 240.60
## - adj_o         1   188.64 240.64
## - OpAstper      1   188.74 240.74
## - adj_o_rk      1   189.49 241.49
## - eFGD.         1   189.95 241.95
## - AvgHgt        1   190.08 242.08
## - threePRateD   1   191.26 243.26
## - Orebper       1   196.25 248.25
## - ov_fut_sos    1   201.45 253.45
## - ov_elite_sos  1   221.48 273.48
## - wab           1   237.10 289.10
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=236.16
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + twoPper + threePper + 
##     Blkedper + OpAstper + threePRateD + Adj.T + AvgHgt + Exp + 
##     Ftper + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - PPPDef        1   185.45 235.45
## - Blkedper      1   185.94 235.94
## <none>              184.16 236.16
## - FTRate        1   186.39 236.39
## - Ftper         1   186.75 236.75
## - adj_t         1   186.83 236.83
## - threePper     1   186.99 236.99
## - OpORebper     1   187.05 237.05
## - Exp           1   187.07 237.07
## - adj_d_rk      1   187.25 237.25
## + EliteSOS      1   183.29 237.29
## - twoPper       1   187.35 237.35
## + threePRate    1   183.37 237.37
## + Op.Ftper      1   183.47 237.47
## + TOVper        1   183.50 237.50
## + EffHgt        1   183.55 237.55
## + eFG           1   183.56 237.56
## + threePperD    1   183.68 237.68
## + Blkper        1   183.75 237.75
## + RawT          1   183.78 237.78
## + PPPOff        1   183.94 237.94
## + twoPperD      1   183.97 237.97
## + barthag_rk    1   184.06 238.06
## + barthag       1   184.12 238.12
## + adj_t_rk      1   184.13 238.13
## + Talent        1   184.14 238.14
## + FTRateD       1   184.16 238.16
## + Astper        1   184.16 238.16
## + nc_fut_sos    1   184.16 238.16
## + ov_cur_sos    1   184.16 238.16
## - Adj.T         1   188.28 238.28
## - nc_elite_sos  1   188.28 238.28
## - adj_o         1   188.74 238.74
## - nc_cur_sos    1   188.81 238.81
## - adj_d         1   188.82 238.82
## - TOVperD       1   189.20 239.20
## - OpAstper      1   189.22 239.22
## - adj_o_rk      1   189.72 239.72
## - eFGD.         1   190.06 240.06
## - AvgHgt        1   190.44 240.44
## - threePRateD   1   191.87 241.87
## - Orebper       1   196.38 246.38
## - ov_fut_sos    1   201.95 251.95
## - ov_elite_sos  1   221.89 271.89
## - wab           1   237.12 287.12
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=235.45
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + OpORebper + twoPper + threePper + 
##     Blkedper + OpAstper + threePRateD + Adj.T + AvgHgt + Exp + 
##     Ftper
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - OpORebper     1   187.05 235.05
## <none>              185.45 235.45
## - Blkedper      1   187.53 235.53
## - threePper     1   187.72 235.72
## - adj_t         1   187.86 235.86
## - Ftper         1   187.87 235.87
## + PPPDef        1   184.16 236.16
## - twoPper       1   188.19 236.19
## - Exp           1   188.21 236.21
## - FTRate        1   188.24 236.24
## + threePRate    1   184.40 236.40
## + EffHgt        1   184.79 236.79
## + EliteSOS      1   184.80 236.80
## + threePperD    1   184.83 236.83
## + eFG           1   184.85 236.85
## + Blkper        1   184.86 236.86
## + RawT          1   184.96 236.96
## + FTRateD       1   184.99 236.99
## + TOVper        1   185.05 237.05
## - Adj.T         1   189.11 237.11
## + twoPperD      1   185.15 237.15
## - adj_d_rk      1   189.20 237.20
## + barthag_rk    1   185.27 237.27
## + PPPOff        1   185.35 237.35
## - adj_o         1   189.38 237.38
## + barthag       1   185.38 237.38
## + Talent        1   185.38 237.38
## + adj_t_rk      1   185.43 237.43
## + Op.Ftper      1   185.44 237.44
## + Astper        1   185.44 237.44
## + ov_cur_sos    1   185.45 237.45
## + nc_fut_sos    1   185.45 237.45
## - nc_elite_sos  1   189.47 237.47
## - TOVperD       1   189.77 237.77
## - nc_cur_sos    1   190.17 238.17
## - OpAstper      1   190.24 238.24
## - adj_o_rk      1   190.71 238.71
## - AvgHgt        1   191.13 239.13
## - eFGD.         1   191.39 239.39
## - threePRateD   1   192.75 240.75
## - adj_d         1   196.20 244.20
## - Orebper       1   196.66 244.66
## - ov_fut_sos    1   202.12 250.12
## - ov_elite_sos  1   224.08 272.08
## - wab           1   242.80 290.80
## 
## Step:  AIC=235.05
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + twoPper + threePper + Blkedper + 
##     OpAstper + threePRateD + Adj.T + AvgHgt + Exp + Ftper
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Blkedper      1   188.69 234.69
## - Ftper         1   188.84 234.84
## <none>              187.05 235.05
## - adj_t         1   189.16 235.16
## - FTRate        1   189.36 235.36
## + OpORebper     1   185.45 235.45
## - threePper     1   189.61 235.61
## + threePRate    1   185.66 235.66
## - twoPper       1   189.73 235.73
## + FTRateD       1   185.94 235.94
## - TOVperD       1   189.94 235.94
## - Adj.T         1   190.24 236.24
## + eFG           1   186.33 236.33
## - Exp           1   190.34 236.34
## + EliteSOS      1   186.37 236.37
## + threePperD    1   186.43 236.43
## + RawT          1   186.50 236.50
## + TOVper        1   186.53 236.53
## - OpAstper      1   190.61 236.61
## + Blkper        1   186.70 236.70
## + barthag_rk    1   186.75 236.75
## + twoPperD      1   186.76 236.76
## + EffHgt        1   186.81 236.81
## + PPPOff        1   186.84 236.84
## - adj_o         1   190.96 236.96
## + Talent        1   186.96 236.96
## + Astper        1   186.98 236.98
## + barthag       1   187.00 237.00
## + Op.Ftper      1   187.01 237.01
## + adj_t_rk      1   187.02 237.02
## + PPPDef        1   187.05 237.05
## + nc_fut_sos    1   187.05 237.05
## + ov_cur_sos    1   187.05 237.05
## - nc_elite_sos  1   191.30 237.30
## - eFGD.         1   191.45 237.45
## - adj_o_rk      1   191.86 237.86
## - nc_cur_sos    1   191.97 237.97
## - adj_d_rk      1   192.05 238.05
## - AvgHgt        1   192.49 238.49
## - threePRateD   1   192.79 238.79
## - adj_d         1   196.35 242.35
## - Orebper       1   198.17 244.17
## - ov_fut_sos    1   204.40 250.40
## - ov_elite_sos  1   224.11 270.11
## - wab           1   243.91 289.91
## 
## Step:  AIC=234.69
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + TOVperD + Orebper + twoPper + threePper + OpAstper + 
##     threePRateD + Adj.T + AvgHgt + Exp + Ftper
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - adj_t         1   190.08 234.08
## - Ftper         1   190.37 234.37
## - FTRate        1   190.51 234.51
## - twoPper       1   190.56 234.56
## <none>              188.69 234.69
## - Adj.T         1   190.92 234.92
## + Blkedper      1   187.05 235.05
## + FTRateD       1   187.47 235.47
## - TOVperD       1   191.48 235.48
## + OpORebper     1   187.53 235.53
## - OpAstper      1   191.67 235.67
## - threePper     1   191.69 235.69
## + threePperD    1   187.95 235.95
## + eFG           1   187.97 235.97
## + EliteSOS      1   187.99 235.99
## - Exp           1   192.08 236.08
## + Blkper        1   188.08 236.08
## + RawT          1   188.11 236.11
## - adj_o         1   192.21 236.21
## + barthag_rk    1   188.30 236.30
## + twoPperD      1   188.34 236.34
## + threePRate    1   188.40 236.40
## + EffHgt        1   188.42 236.42
## + barthag       1   188.53 236.53
## + TOVper        1   188.58 236.58
## + PPPOff        1   188.64 236.64
## + Op.Ftper      1   188.65 236.65
## + Talent        1   188.65 236.65
## + PPPDef        1   188.66 236.66
## + adj_t_rk      1   188.69 236.69
## + Astper        1   188.69 236.69
## + nc_fut_sos    1   188.69 236.69
## + ov_cur_sos    1   188.69 236.69
## - adj_o_rk      1   192.89 236.89
## - eFGD.         1   192.92 236.92
## - nc_elite_sos  1   192.99 236.99
## - nc_cur_sos    1   193.28 237.28
## - adj_d_rk      1   193.84 237.84
## - threePRateD   1   193.96 237.96
## - AvgHgt        1   194.21 238.21
## - adj_d         1   197.66 241.66
## - Orebper       1   198.98 242.98
## - ov_fut_sos    1   205.86 249.86
## - ov_elite_sos  1   224.82 268.82
## - wab           1   244.63 288.63
## 
## Step:  AIC=234.08
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + wab + nc_elite_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + FTRate + 
##     TOVperD + Orebper + twoPper + threePper + OpAstper + threePRateD + 
##     Adj.T + AvgHgt + Exp + Ftper
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - FTRate        1   190.98 232.98
## - Ftper         1   191.56 233.56
## - twoPper       1   191.93 233.93
## <none>              190.08 234.08
## - OpAstper      1   192.43 234.43
## + adj_t         1   188.69 234.69
## + RawT          1   188.71 234.71
## - adj_o         1   192.89 234.89
## - TOVperD       1   192.91 234.91
## + OpORebper     1   189.06 235.06
## + Blkedper      1   189.16 235.16
## + FTRateD       1   189.30 235.30
## - Exp           1   193.44 235.44
## + eFG           1   189.47 235.47
## - threePper     1   193.47 235.47
## + threePRate    1   189.48 235.48
## + Blkper        1   189.63 235.63
## - adj_o_rk      1   193.65 235.65
## - nc_elite_sos  1   193.66 235.66
## - Adj.T         1   193.69 235.69
## + threePperD    1   189.73 235.73
## + EffHgt        1   189.75 235.75
## + TOVper        1   189.77 235.77
## + barthag_rk    1   189.82 235.82
## + PPPOff        1   189.86 235.86
## + adj_t_rk      1   189.87 235.87
## - nc_cur_sos    1   193.89 235.89
## + EliteSOS      1   189.97 235.97
## + twoPperD      1   189.99 235.99
## + Talent        1   190.01 236.01
## + Op.Ftper      1   190.03 236.03
## + barthag       1   190.03 236.03
## + PPPDef        1   190.06 236.06
## + Astper        1   190.06 236.06
## + nc_fut_sos    1   190.08 236.08
## + ov_cur_sos    1   190.08 236.08
## - threePRateD   1   194.26 236.26
## - adj_d_rk      1   194.55 236.55
## - eFGD.         1   194.65 236.65
## - AvgHgt        1   195.59 237.59
## - adj_d         1   198.57 240.57
## - Orebper       1   200.30 242.30
## - ov_fut_sos    1   206.18 248.18
## - ov_elite_sos  1   224.93 266.93
## - wab           1   245.04 287.04
## 
## Step:  AIC=232.98
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + wab + nc_elite_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD + 
##     Orebper + twoPper + threePper + OpAstper + threePRateD + 
##     Adj.T + AvgHgt + Exp + Ftper
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Ftper         1   192.45 232.45
## - twoPper       1   192.87 232.87
## <none>              190.98 232.98
## - OpAstper      1   193.23 233.23
## - adj_o         1   193.52 233.52
## + FTRateD       1   189.82 233.82
## - TOVperD       1   193.92 233.92
## - Exp           1   193.94 233.94
## + RawT          1   190.02 234.02
## + FTRate        1   190.08 234.08
## + Blkedper      1   190.14 234.14
## + OpORebper     1   190.16 234.16
## - threePper     1   194.37 234.37
## + TOVper        1   190.44 234.44
## - Adj.T         1   194.46 234.46
## + threePperD    1   190.50 234.50
## + adj_t         1   190.51 234.51
## - adj_o_rk      1   194.53 234.53
## + eFG           1   190.54 234.54
## + threePRate    1   190.66 234.66
## + Blkper        1   190.71 234.71
## + EffHgt        1   190.72 234.72
## + EliteSOS      1   190.76 234.76
## + barthag_rk    1   190.78 234.78
## + twoPperD      1   190.82 234.82
## + PPPDef        1   190.88 234.88
## + PPPOff        1   190.91 234.91
## + Talent        1   190.91 234.91
## + Astper        1   190.91 234.91
## + barthag       1   190.92 234.92
## + adj_t_rk      1   190.96 234.96
## + Op.Ftper      1   190.97 234.97
## + nc_fut_sos    1   190.98 234.98
## + ov_cur_sos    1   190.98 234.98
## - adj_d_rk      1   195.22 235.22
## - nc_elite_sos  1   195.59 235.59
## - eFGD.         1   195.78 235.78
## - nc_cur_sos    1   195.89 235.89
## - threePRateD   1   196.17 236.17
## - AvgHgt        1   196.33 236.33
## - adj_d         1   199.84 239.84
## - Orebper       1   200.30 240.30
## - ov_fut_sos    1   207.76 247.76
## - ov_elite_sos  1   226.31 266.31
## - wab           1   245.23 285.23
## 
## Step:  AIC=232.45
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + wab + nc_elite_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD + 
##     Orebper + twoPper + threePper + OpAstper + threePRateD + 
##     Adj.T + AvgHgt + Exp
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - twoPper       1   193.59 231.59
## <none>              192.45 232.45
## - adj_o         1   194.69 232.69
## + Ftper         1   190.98 232.98
## - OpAstper      1   195.18 233.18
## + FTRateD       1   191.44 233.44
## - TOVperD       1   195.49 233.49
## + FTRate        1   191.56 233.56
## + Blkedper      1   191.62 233.62
## - Exp           1   195.63 233.63
## + RawT          1   191.64 233.64
## - Adj.T         1   195.73 233.73
## - threePper     1   195.87 233.87
## + eFG           1   192.00 234.00
## + threePperD    1   192.02 234.02
## + OpORebper     1   192.03 234.03
## + adj_t         1   192.09 234.09
## + threePRate    1   192.10 234.10
## + Blkper        1   192.12 234.12
## + PPPOff        1   192.21 234.21
## + barthag_rk    1   192.25 234.25
## + PPPDef        1   192.27 234.27
## + EffHgt        1   192.31 234.31
## + twoPperD      1   192.31 234.31
## + Astper        1   192.33 234.33
## + EliteSOS      1   192.35 234.35
## + barthag       1   192.36 234.36
## - adj_d_rk      1   196.37 234.37
## + Talent        1   192.37 234.37
## + TOVper        1   192.38 234.38
## + adj_t_rk      1   192.41 234.41
## + Op.Ftper      1   192.44 234.44
## + nc_fut_sos    1   192.45 234.45
## + ov_cur_sos    1   192.45 234.45
## - adj_o_rk      1   196.56 234.56
## - AvgHgt        1   197.15 235.15
## - nc_elite_sos  1   197.26 235.26
## - eFGD.         1   197.40 235.40
## - nc_cur_sos    1   198.02 236.02
## - threePRateD   1   198.20 236.20
## - Orebper       1   200.44 238.44
## - adj_d         1   200.65 238.65
## - ov_fut_sos    1   209.84 247.84
## - ov_elite_sos  1   228.86 266.86
## - wab           1   247.48 285.48
## 
## Step:  AIC=231.59
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + wab + nc_elite_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD + 
##     Orebper + threePper + OpAstper + threePRateD + Adj.T + AvgHgt + 
##     Exp
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - adj_o         1   195.16 231.16
## <none>              193.59 231.59
## - OpAstper      1   195.93 231.93
## - threePper     1   196.23 232.23
## - Adj.T         1   196.28 232.28
## + twoPper       1   192.45 232.45
## + FTRateD       1   192.59 232.59
## + FTRate        1   192.67 232.67
## - Exp           1   196.68 232.68
## - TOVperD       1   196.69 232.69
## + eFG           1   192.74 232.74
## + PPPOff        1   192.77 232.77
## + RawT          1   192.79 232.79
## + Ftper         1   192.87 232.87
## + OpORebper     1   193.06 233.06
## + Blkedper      1   193.19 233.19
## + adj_t         1   193.20 233.20
## + barthag_rk    1   193.28 233.28
## + Astper        1   193.31 233.31
## + Blkper        1   193.32 233.32
## + TOVper        1   193.33 233.33
## + threePperD    1   193.37 233.37
## + threePRate    1   193.40 233.40
## + adj_t_rk      1   193.47 233.47
## + EffHgt        1   193.49 233.49
## + EliteSOS      1   193.49 233.49
## + barthag       1   193.51 233.51
## + PPPDef        1   193.52 233.52
## + Op.Ftper      1   193.53 233.53
## + Talent        1   193.54 233.54
## + twoPperD      1   193.55 233.55
## + nc_fut_sos    1   193.59 233.59
## + ov_cur_sos    1   193.59 233.59
## - adj_d_rk      1   197.60 233.60
## - AvgHgt        1   197.87 233.87
## - nc_elite_sos  1   197.92 233.92
## - eFGD.         1   198.14 234.14
## - adj_o_rk      1   198.61 234.61
## - nc_cur_sos    1   198.69 234.69
## - threePRateD   1   199.73 235.73
## - Orebper       1   200.50 236.50
## - adj_d         1   202.05 238.05
## - ov_fut_sos    1   210.03 246.03
## - ov_elite_sos  1   229.54 265.54
## - wab           1   248.93 284.93
## 
## Step:  AIC=231.16
## conf_winner ~ adj_o_rk + adj_d + adj_d_rk + wab + nc_elite_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD + 
##     Orebper + threePper + OpAstper + threePRateD + Adj.T + AvgHgt + 
##     Exp
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - threePper     1   196.69 230.69
## - OpAstper      1   196.86 230.86
## <none>              195.16 231.16
## - Adj.T         1   197.48 231.48
## + adj_o         1   193.59 231.59
## - Exp           1   198.01 232.01
## + barthag       1   194.01 232.01
## + TOVper        1   194.05 232.05
## + barthag_rk    1   194.07 232.07
## - TOVperD       1   198.10 232.10
## + Ftper         1   194.41 232.41
## + FTRateD       1   194.42 232.42
## + FTRate        1   194.43 232.43
## + RawT          1   194.53 232.53
## + OpORebper     1   194.64 232.64
## + twoPper       1   194.69 232.69
## - adj_o_rk      1   198.73 232.73
## + Blkedper      1   194.73 232.73
## + threePRate    1   194.82 232.82
## + Astper        1   194.88 232.88
## + eFG           1   194.89 232.89
## + Blkper        1   194.94 232.94
## + PPPOff        1   194.99 232.99
## + adj_t         1   194.99 232.99
## + adj_t_rk      1   195.01 233.01
## + threePperD    1   195.05 233.05
## + EffHgt        1   195.06 233.06
## + Op.Ftper      1   195.06 233.06
## + EliteSOS      1   195.10 233.10
## - eFGD.         1   199.10 233.10
## + PPPDef        1   195.13 233.13
## + Talent        1   195.15 233.15
## + twoPperD      1   195.15 233.15
## + ov_cur_sos    1   195.16 233.16
## + nc_fut_sos    1   195.16 233.16
## - AvgHgt        1   199.25 233.25
## - nc_elite_sos  1   199.49 233.49
## - nc_cur_sos    1   199.89 233.89
## - adj_d_rk      1   200.46 234.46
## - Orebper       1   200.96 234.96
## - threePRateD   1   200.98 234.98
## - adj_d         1   206.95 240.95
## - ov_fut_sos    1   211.71 245.71
## - ov_elite_sos  1   232.14 266.14
## - wab           1   253.38 287.38
## 
## Step:  AIC=230.69
## conf_winner ~ adj_o_rk + adj_d + adj_d_rk + wab + nc_elite_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD + 
##     Orebper + OpAstper + threePRateD + Adj.T + AvgHgt + Exp
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - OpAstper      1   197.97 229.97
## <none>              196.69 230.69
## - Exp           1   198.99 230.99
## + TOVper        1   195.03 231.03
## + threePper     1   195.16 231.16
## - Adj.T         1   199.44 231.44
## + eFG           1   195.51 231.51
## - TOVperD       1   199.58 231.58
## + Ftper         1   195.77 231.77
## + FTRate        1   195.88 231.88
## + barthag_rk    1   195.96 231.96
## + Blkedper      1   196.02 232.02
## + Astper        1   196.02 232.02
## + FTRateD       1   196.08 232.08
## + OpORebper     1   196.09 232.09
## + RawT          1   196.19 232.19
## + adj_o         1   196.23 232.23
## - eFGD.         1   200.24 232.24
## + barthag       1   196.26 232.26
## + threePRate    1   196.32 232.32
## + Blkper        1   196.33 232.33
## + adj_t         1   196.34 232.34
## + twoPper       1   196.48 232.48
## + threePperD    1   196.57 232.57
## + adj_t_rk      1   196.58 232.58
## - nc_elite_sos  1   200.59 232.59
## + Op.Ftper      1   196.60 232.60
## + Talent        1   196.66 232.66
## + EffHgt        1   196.66 232.66
## + PPPOff        1   196.67 232.67
## + EliteSOS      1   196.67 232.67
## + twoPperD      1   196.69 232.69
## + PPPDef        1   196.69 232.69
## + ov_cur_sos    1   196.69 232.69
## + nc_fut_sos    1   196.69 232.69
## - nc_cur_sos    1   201.02 233.02
## - adj_d_rk      1   201.18 233.18
## - AvgHgt        1   201.19 233.19
## - Orebper       1   201.49 233.49
## - threePRateD   1   201.54 233.54
## - adj_o_rk      1   203.39 235.39
## - adj_d         1   207.30 239.30
## - ov_fut_sos    1   212.03 244.03
## - ov_elite_sos  1   232.42 264.42
## - wab           1   254.92 286.92
## 
## Step:  AIC=229.97
## conf_winner ~ adj_o_rk + adj_d + adj_d_rk + wab + nc_elite_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD + 
##     Orebper + threePRateD + Adj.T + AvgHgt + Exp
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## <none>              197.97 229.97
## - Exp           1   200.05 230.05
## - Adj.T         1   200.20 230.20
## + OpAstper      1   196.69 230.69
## + Ftper         1   196.73 230.73
## + TOVper        1   196.78 230.78
## + threePper     1   196.86 230.86
## + eFG           1   197.12 231.12
## + FTRate        1   197.16 231.16
## + barthag_rk    1   197.28 231.28
## + Blkedper      1   197.45 231.45
## + RawT          1   197.49 231.49
## - TOVperD       1   201.53 231.53
## + FTRateD       1   197.53 231.53
## + threePRate    1   197.54 231.54
## + barthag       1   197.54 231.54
## - threePRateD   1   201.55 231.55
## + Blkper        1   197.57 231.57
## - eFGD.         1   201.63 231.63
## + Op.Ftper      1   197.66 231.66
## + adj_o         1   197.69 231.69
## + threePperD    1   197.79 231.79
## + twoPper       1   197.80 231.80
## + adj_t         1   197.80 231.80
## + OpORebper     1   197.86 231.86
## + Astper        1   197.86 231.86
## + Talent        1   197.88 231.88
## + PPPDef        1   197.89 231.89
## + EliteSOS      1   197.92 231.92
## + adj_t_rk      1   197.93 231.93
## + PPPOff        1   197.94 231.94
## + twoPperD      1   197.94 231.94
## + EffHgt        1   197.95 231.95
## - adj_d_rk      1   201.96 231.96
## + nc_fut_sos    1   197.97 231.97
## + ov_cur_sos    1   197.97 231.97
## - Orebper       1   202.09 232.09
## - nc_elite_sos  1   202.24 232.24
## - nc_cur_sos    1   202.24 232.24
## - AvgHgt        1   202.38 232.38
## - adj_o_rk      1   204.26 234.26
## - adj_d         1   208.38 238.38
## - ov_fut_sos    1   213.02 243.02
## - ov_elite_sos  1   233.85 263.85
## - wab           1   255.76 285.76
summary(OVR.lm.stepwise)
## 
## Call:
## glm(formula = conf_winner ~ adj_o_rk + adj_d + adj_d_rk + wab + 
##     nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     TOVperD + Orebper + threePRateD + Adj.T + AvgHgt + Exp, family = "binomial", 
##     data = ovr_train.df, na.action = na.exclude)
## 
## Coefficients:
##               Estimate Std. Error z value       Pr(>|z|)    
## (Intercept)   56.90885   25.89581   2.198        0.02798 *  
## adj_o_rk      -0.03003    0.01383  -2.171        0.02995 *  
## adj_d         -0.50647    0.16149  -3.136        0.00171 ** 
## adj_d_rk       0.02966    0.01449   2.047        0.04067 *  
## wab            0.72726    0.11787   6.170 0.000000000684 ***
## nc_elite_sos   0.17052    0.08218   2.075        0.03800 *  
## nc_cur_sos   -16.38211    7.77032  -2.108        0.03501 *  
## ov_elite_sos  -0.87970    0.16129  -5.454 0.000000049253 ***
## ov_fut_sos    69.73492   18.30951   3.809        0.00014 ***
## eFGD.          0.33538    0.17770   1.887        0.05911 .  
## TOVperD       -0.23537    0.12523  -1.880        0.06017 .  
## Orebper        0.11623    0.05757   2.019        0.04348 *  
## threePRateD    0.08930    0.04753   1.879        0.06025 .  
## Adj.T         -0.09197    0.06187  -1.486        0.13718    
## AvgHgt        -0.54956    0.26391  -2.082        0.03730 *  
## Exp           -0.72743    0.50597  -1.438        0.15052    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 520.32  on 952  degrees of freedom
## Residual deviance: 197.97  on 937  degrees of freedom
## AIC: 229.97
## 
## Number of Fisher Scoring iterations: 9
#accuracy
ovr.lm.step.pred <- predict(OVR.lm.stepwise, ovr_valid.df, na.action = na.pass)
accuracy(ovr.lm.step.pred, ovr_valid.df$conf_winner)
##                ME     RMSE      MAE MPE MAPE
## Test set 7.519625 9.409487 7.755589 NaN  Inf

Big Ten Conference

In this section, our group is splitting the “B10.df” dataframe that we created by filtering for only teams in the Big 10 conference into a training set (80%) and validation set (20%)

B10.df <- team.df2024 %>%
  filter(conf == "B10")

RNGkind(sample.kind="Rounding")
## Warning in RNGkind(sample.kind = "Rounding"): non-uniform 'Rounding' sampler
## used
set.seed(123)

B10train.index <- sample(c(1:dim(B10.df)[1]), dim(B10.df)[1]*0.8)  
B10_train.df <-B10.df[B10train.index, ]
B10_valid.df <- B10.df[-B10train.index, ]
head(B10_train.df)
##            team year conf conf_winner  barthag barthag_rk   adj_o adj_o_rk
## 1:     Michigan 2010  B10           0 0.784703         75 105.935      104
## 2:     Penn St. 2020  B10           0 0.901958         15 111.430       34
## 3: Michigan St. 2018  B10           1 0.934694          9 118.883       11
## 4:       Purdue 2022  B10           0 0.926733         12 121.592        2
## 5:      Rutgers 2023  B10           0 0.843802         39 105.383      151
## 6:     Illinois 2017  B10           0 0.755497         75 105.141      143
##      adj_d adj_d_rk   adj_t adj_t_rk       wab nc_elite_sos nc_fut_sos
## 1: 94.6667       57 63.0661      314 -4.712619           25     0.5926
## 2: 91.8745       15 70.9042       54  3.399342           13     0.4569
## 3: 94.3238       17 68.0438      238  7.969050           16     0.4470
## 4: 97.5158       86 66.0107      242  7.013138           16     0.4840
## 5: 91.0055        8 65.8243      253 -1.033152           12     0.4113
## 6: 95.3164       39 68.1011      249 -1.456410           17     0.4995
##    nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos  eFG eFGD. FTRate FTRateD
## 1:     0.5926           34     0.7064     0.7064 47.5  50.1   28.7    25.9
## 2:     0.4569           32     0.7070     0.7070 49.5  46.4   31.0    31.8
## 3:     0.4470           27     0.6618     0.6618 56.9  42.7   35.9    30.7
## 4:     0.4840           30     0.7056     0.7056 56.5  49.1   38.2    21.6
## 5:     0.4113           29     0.6745     0.6745 47.9  46.6   28.2    27.4
## 6:     0.4995           29     0.6882     0.6882 50.6  49.9   32.5    30.1
##    TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1:   16.3    22.8    29.2      34.7 61.9    49.8     50.5      29.7       32.8
## 2:   15.8    18.6    29.2      27.6 71.4    50.0     45.2      32.5       32.5
## 3:   19.2    14.6    37.0      26.6 68.0    55.2     38.4      40.1       33.7
## 4:   17.5    14.0    35.2      23.8 66.6    55.8     48.6      38.4       33.2
## 5:   17.1    21.7    32.1      27.9 66.2    47.9     47.0      32.1       30.7
## 6:   18.3    18.5    28.6      26.3 68.5    48.5     49.6      36.1       33.7
##    Blkper Blkedper Astper OpAstper threePRate threePRateD  Adj.T AvgHgt EffHgt
## 1:    5.9     10.1   62.0     57.5       43.3        32.0 61.575 77.089 78.903
## 2:   12.1      8.6   53.2     49.3       39.6        32.9 70.904 77.222 80.176
## 3:   18.4      6.9   67.3     54.1       36.3        35.5 66.834 77.332 80.792
## 4:    9.7      7.1   58.6     53.2       39.2        40.6 66.010 78.453 82.010
## 5:   12.4      9.5   59.1     56.2       30.2        43.0 65.824 78.697 80.956
## 6:    6.2      7.7   52.0     46.1       36.2        36.5 66.727 77.613 81.010
##      Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.474 69.269  71.9     68.0  1.013  0.992   32.684
## 2: 1.844 50.599  69.2     68.3  1.051  0.955   32.400
## 3: 1.323 84.499  74.6     72.8  1.175  0.950   27.218
## 4: 1.778 60.487  71.1     72.1  1.179  1.017   30.030
## 5: 2.257 45.395  70.0     68.8  1.026  0.917   28.693
## 6: 1.907 75.463  68.9     72.6  1.025  1.006   29.468
head(B10_valid.df)
##        team year conf conf_winner  barthag barthag_rk    adj_o adj_o_rk
## 1: Illinois 2009  B10           0 0.897103         25 105.3440      102
## 2: Illinois 2010  B10           0 0.839787         55 108.0930       69
## 3: Illinois 2011  B10           0 0.929812         12 113.8650       25
## 4: Illinois 2014  B10           0 0.806489         57 105.3890      159
## 5: Illinois 2016  B10           0 0.595899        126 105.5360      143
## 6:  Indiana 2009  B10           0 0.429551        199  98.1024      223
##       adj_d adj_d_rk   adj_t adj_t_rk         wab nc_elite_sos nc_fut_sos
## 1:  87.2634        4 63.8501      289   3.8359582           16     0.4756
## 2:  93.5909       42 67.8741      143  -0.8200959           22     0.5866
## 3:  90.9527       15 66.6219      170   1.5924983           23     0.5876
## 4:  93.0879       15 63.0906      323   0.3279832           14     0.4653
## 5: 102.0310      138 68.9913      165  -7.2235060           16     0.5126
## 6: 100.5520      158 67.1096      153 -11.8390449           25     0.6150
##    nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos  eFG eFGD. FTRate FTRateD
## 1:     0.4756           31     0.6838     0.6838 51.1  44.2   22.5    26.7
## 2:     0.5866           32     0.7071     0.7071 50.1  46.4   27.3    31.8
## 3:     0.5876           38     0.7580     0.7580 52.9  45.7   28.2    32.7
## 4:     0.4653           33     0.7034     0.7034 46.5  48.1   31.2    32.2
## 5:     0.5126           26     0.6377     0.6377 50.2  53.6   30.5    26.5
## 6:     0.6150           35     0.7608     0.7608 47.9  54.6   37.4    36.5
##    TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1:   19.4    21.6    30.2      32.7 63.1    50.5     44.1      35.0       29.6
## 2:   18.1    17.7    32.2      30.2 66.9    49.8     45.2      34.0       32.1
## 3:   19.2    18.3    31.7      31.5 66.2    50.5     45.7      38.7       30.5
## 4:   16.5    18.7    31.2      29.3 62.7    45.9     46.3      31.7       34.3
## 5:   14.9    19.0    21.5      28.1 68.6    47.5     51.0      36.3       38.6
## 6:   27.0    21.4    32.6      32.6 65.4    46.9     53.2      33.3       38.1
##    Blkper Blkedper Astper OpAstper threePRate threePRateD  Adj.T AvgHgt EffHgt
## 1:    9.7      6.0   69.3     54.2       28.8        31.6 62.713 77.647 81.644
## 2:   11.4      4.1   59.6     55.0       30.3        39.7 66.382 78.470 82.378
## 3:   12.1      7.3   63.5     53.2       31.4        34.8 65.187 79.010 82.607
## 4:   10.7      9.7   44.0     50.6       34.1        35.2 61.107 77.613 80.529
## 5:    5.2     10.1   53.7     54.1       38.3        38.4 68.119 77.468 80.410
## 6:    6.1     14.6   55.0     58.4       32.5        33.9 65.991 76.247 78.952
##      Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.841 52.338  71.1     63.1  1.020  0.900   30.228
## 2: 1.487 58.428  71.3     69.6  1.043  0.985   31.388
## 3: 1.966 69.318  72.9     72.3  1.068  0.984   36.488
## 4: 1.694 64.007  73.3     70.0  1.020  0.987   32.212
## 5: 1.475 68.172  74.6     71.9  1.026  1.063   25.744
## 6: 0.675 43.840  65.5     68.0  0.904  1.071   34.557

Logistic Regression

options(scipen = 999)
B10.lm <- glm(conf_winner ~  barthag + barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS, data = B10_train.df, family = "binomial", na.action = na.exclude)
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
B10.lm
## 
## Call:  glm(formula = conf_winner ~ barthag + barthag_rk + adj_o_rk + 
##     adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + 
##     nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS, family = "binomial", data = B10_train.df, 
##     na.action = na.exclude)
## 
## Coefficients:
##  (Intercept)       barthag    barthag_rk      adj_o_rk         adj_o  
##       7.5074    -1397.6984       -1.9617       -0.1768        4.0738  
##        adj_d      adj_d_rk         adj_t      adj_t_rk           wab  
##      -6.1530       -0.3413      -12.2481        0.1057        4.0353  
## nc_elite_sos    nc_fut_sos    nc_cur_sos  ov_elite_sos    ov_fut_sos  
##       0.2730      124.8733            NA       -3.6055     -453.3219  
##   ov_cur_sos           eFG         eFGD.        FTRate       FTRateD  
##           NA       -9.3693       20.4998        1.7937       -2.9970  
##       TOVper       TOVperD       Orebper     OpORebper          RawT  
##       3.0858       17.7758        2.7267       -6.0103       26.5453  
##      twoPper      twoPperD     threePper    threePperD        Blkper  
##       1.8743      -16.8037        1.6668      -15.0566        0.2232  
##     Blkedper        Astper      OpAstper    threePRate   threePRateD  
##      -4.0695        1.3178        0.1701        1.8924       -2.8032  
##        Adj.T        AvgHgt        EffHgt           Exp        Talent  
##     -10.2103       13.1032      -10.5103        1.0708        0.9941  
##        Ftper      Op.Ftper        PPPOff        PPPDef      EliteSOS  
##       2.7283       -2.3100      548.6708      747.6525        5.8244  
## 
## Degrees of Freedom: 163 Total (i.e. Null);  121 Residual
## Null Deviance:       90.85 
## Residual Deviance: 0.000000005531    AIC: 86

In the code above, we created a logistic regression that is predicting the binary outcome variable ‘conf_winner’ using all of the predictor independent variables listed in the formula above. Each coefficient represents the change in the log-odds of the response variable for a one-unit change in the corresponding variable if all the other variables are constant. Negative coefficients represent a negative relationship with the log-odds of being a conference winner. Positive coefficients represent a positive relationship with the log-odds of being a conference winner. There are 163 degrees of freedom for the null model and 121 degrees of freedom for the residual model. The null deviance is 90.85 which represents the deviance of the null model. The residual deviance is very small 5.5e-9 which represents the deviance of the model with no predictors. The smaller the null deviance and residual deviance indicate a better fitted model. The AIC is 86 which is very low and indicates a better fitted model if the score is low.

# Make predictions on the validation dataset
B10_predictions <- predict(B10.lm, newdata = B10_valid.df, type = "response")
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type == :
## prediction from rank-deficient fit; attr(*, "non-estim") has doubtful cases
# Convert predicted probabilities to class labels (0 or 1) based on a threshold (e.g., 0.5)
B10_predicted_classes <- ifelse(B10_predictions > 0.5, 1, 0)

# Create a confusion matrix
B10_conf_matrix <- confusionMatrix(as.factor(B10_valid.df$conf_winner), as.factor(B10_predicted_classes), positive = '1')

# Print the confusion matrix
print(B10_conf_matrix)
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction  0  1
##          0 38  1
##          1  3  0
##                                           
##                Accuracy : 0.9048          
##                  95% CI : (0.7738, 0.9734)
##     No Information Rate : 0.9762          
##     P-Value [Acc > NIR] : 0.9969          
##                                           
##                   Kappa : -0.037          
##                                           
##  Mcnemar's Test P-Value : 0.6171          
##                                           
##             Sensitivity : 0.00000         
##             Specificity : 0.92683         
##          Pos Pred Value : 0.00000         
##          Neg Pred Value : 0.97436         
##              Prevalence : 0.02381         
##          Detection Rate : 0.00000         
##    Detection Prevalence : 0.07143         
##       Balanced Accuracy : 0.46341         
##                                           
##        'Positive' Class : 1               
## 
#calc specificity, etc. 

The model shows a high overall accuracy of 90.48%, but this is primarily due to the high proportion of true negatives (97.62% No Information Rate). Sensitivity is 0%, indicating that the model failed to correctly identify any instances of the positive class. The negative predictive value is relatively high at 97.44%, suggesting that when the model predicts the negative class, it is often correct. However, the lack of sensitivity raises concerns, and the Kappa value is negative, indicating poor agreement beyond chance. Further investigation and potential model improvement are necessary, especially regarding the model’s ability to identify positive cases.

Backward Selection

B10_lm.backward <- step(B10.lm, direction = 'backward')
## Start:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Exp           1 0.0000000055303  84
## - Orebper       1 0.0000000055323  84
## - twoPper       1 0.0000000055336  84
## - TOVper        1 0.0000000055354  84
## - threePper     1 0.0000000055398  84
## - OpAstper      1 0.0000000055400  84
## - nc_elite_sos  1 0.0000000055419  84
## - eFG           1 0.0000000055437  84
## - PPPOff        1 0.0000000055515  84
## - Blkper        1 0.0000000055562  84
## - eFGD.         1 0.0000000055681  84
## - nc_fut_sos    1 0.0000000055861  84
## - twoPperD      1 0.0000000055895  84
## - adj_o_rk      1 0.0000000056105  84
## - threePperD    1 0.0000000056133  84
## - ov_elite_sos  1 0.0000000056250  84
## - adj_t_rk      1 0.0000000056306  84
## - OpORebper     1 0.0000000056345  84
## - ov_fut_sos    1 0.0000000056378  84
## - EliteSOS      1 0.0000000056397  84
## - FTRate        1 0.0000000056407  84
## - PPPDef        1 0.0000000056465  84
## - Blkedper      1 0.0000000056493  84
## - Adj.T         1 0.0000000056849  84
## - adj_t         1 0.0000000057018  84
## - Ftper         1 0.0000000057112  84
## - Op.Ftper      1 0.0000000057308  84
## - adj_d         1 0.0000000057596  84
## - TOVperD       1 0.0000000057603  84
## - Astper        1 0.0000000057666  84
## - adj_o         1 0.0000000057766  84
## - threePRateD   1 0.0000000057991  84
## - adj_d_rk      1 0.0000000058046  84
## - threePRate    1 0.0000000058169  84
## - FTRateD       1 0.0000000058172  84
## - barthag_rk    1 0.0000000059718  84
## - AvgHgt        1 0.0000000059934  84
## - wab           1 0.0000000060370  84
## - RawT          1 0.0000000062435  84
## - EffHgt        1 0.0000000063483  84
## - barthag       1 0.0000000063792  84
## - Talent        1 0.0000000068937  84
## <none>            0.0000000055305  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Orebper       1 0.0000000055350  82
## - OpAstper      1 0.0000000055389  82
## - TOVper        1 0.0000000055408  82
## - nc_elite_sos  1 0.0000000055439  82
## - twoPper       1 0.0000000055466  82
## - Blkper        1 0.0000000055529  82
## - eFGD.         1 0.0000000055636  82
## - threePper     1 0.0000000055655  82
## - eFG           1 0.0000000055656  82
## - PPPOff        1 0.0000000055681  82
## - twoPperD      1 0.0000000055819  82
## - nc_fut_sos    1 0.0000000055826  82
## - threePperD    1 0.0000000056019  82
## - adj_o_rk      1 0.0000000056124  82
## - ov_fut_sos    1 0.0000000056263  82
## - ov_elite_sos  1 0.0000000056265  82
## - EliteSOS      1 0.0000000056427  82
## - FTRate        1 0.0000000056548  82
## - OpORebper     1 0.0000000056657  82
## - Adj.T         1 0.0000000056855  82
## - adj_t_rk      1 0.0000000056883  82
## - PPPDef        1 0.0000000056967  82
## - Ftper         1 0.0000000057042  82
## - Blkedper      1 0.0000000057160  82
## - adj_t         1 0.0000000057433  82
## - adj_d         1 0.0000000057671  82
## - Op.Ftper      1 0.0000000057795  82
## - adj_o         1 0.0000000057838  82
## - Astper        1 0.0000000057896  82
## - adj_d_rk      1 0.0000000058187  82
## - threePRateD   1 0.0000000058212  82
## - threePRate    1 0.0000000058789  82
## - TOVperD       1 0.0000000058886  82
## - barthag_rk    1 0.0000000059719  82
## - FTRateD       1 0.0000000059778  82
## - AvgHgt        1 0.0000000060237  82
## - wab           1 0.0000000060760  82
## - EffHgt        1 0.0000000063478  82
## - barthag       1 0.0000000063813  82
## - RawT          1 0.0000000064590  82
## - Talent        1 0.0000000069051  82
## <none>            0.0000000055303  84
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Talent + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - OpAstper      1 0.0000000055441  80
## - twoPper       1 0.0000000055486  80
## - eFGD.         1 0.0000000055526  80
## - nc_elite_sos  1 0.0000000055615  80
## - threePper     1 0.0000000055635  80
## - Blkper        1 0.0000000055729  80
## - twoPperD      1 0.0000000055752  80
## - nc_fut_sos    1 0.0000000055867  80
## - threePperD    1 0.0000000055973  80
## - adj_o_rk      1 0.0000000056084  80
## - ov_fut_sos    1 0.0000000056340  80
## - EliteSOS      1 0.0000000056711  80
## - OpORebper     1 0.0000000056775  80
## - adj_t_rk      1 0.0000000056824  80
## - FTRate        1 0.0000000056854  80
## - ov_elite_sos  1 0.0000000057005  80
## - PPPDef        1 0.0000000057035  80
## - eFG           1 0.0000000057215  80
## - Blkedper      1 0.0000000057223  80
## - adj_d         1 0.0000000057490  80
## - Adj.T         1 0.0000000057751  80
## - adj_t         1 0.0000000057777  80
## - Op.Ftper      1 0.0000000057920  80
## - adj_o         1 0.0000000058008  80
## - Astper        1 0.0000000058171  80
## - adj_d_rk      1 0.0000000058210  80
## - Ftper         1 0.0000000058321  80
## - threePRateD   1 0.0000000058495  80
## - TOVperD       1 0.0000000058885  80
## - threePRate    1 0.0000000059298  80
## - FTRateD       1 0.0000000059893  80
## - barthag_rk    1 0.0000000059924  80
## - AvgHgt        1 0.0000000060201  80
## - wab           1 0.0000000060512  80
## - PPPOff        1 0.0000000063428  80
## - barthag       1 0.0000000064019  80
## - EffHgt        1 0.0000000064330  80
## - RawT          1 0.0000000064922  80
## - Talent        1 0.0000000069380  80
## - TOVper        1 0.0000000071739  80
## <none>            0.0000000055350  82
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + Blkedper + Astper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - eFGD.         1 0.0000000055662  78
## - twoPper       1 0.0000000055671  78
## - Blkper        1 0.0000000055707  78
## - threePper     1 0.0000000055756  78
## - nc_elite_sos  1 0.0000000055851  78
## - nc_fut_sos    1 0.0000000055983  78
## - twoPperD      1 0.0000000056092  78
## - adj_o_rk      1 0.0000000056266  78
## - threePperD    1 0.0000000056491  78
## - ov_fut_sos    1 0.0000000056579  78
## - OpORebper     1 0.0000000056865  78
## - EliteSOS      1 0.0000000056951  78
## - adj_t_rk      1 0.0000000057049  78
## - PPPDef        1 0.0000000057115  78
## - ov_elite_sos  1 0.0000000057338  78
## - FTRate        1 0.0000000057351  78
## - Blkedper      1 0.0000000057410  78
## - Adj.T         1 0.0000000057836  78
## - adj_d         1 0.0000000057924  78
## - Op.Ftper      1 0.0000000058018  78
## - eFG           1 0.0000000058088  78
## - adj_t         1 0.0000000058324  78
## - Ftper         1 0.0000000058806  78
## - adj_o         1 0.0000000058840  78
## - adj_d_rk      1 0.0000000058938  78
## - TOVperD       1 0.0000000059009  78
## - threePRateD   1 0.0000000059977  78
## - FTRateD       1 0.0000000060132  78
## - Astper        1 0.0000000060222  78
## - AvgHgt        1 0.0000000060226  78
## - barthag_rk    1 0.0000000060312  78
## - wab           1 0.0000000060655  78
## - threePRate    1 0.0000000060985  78
## - PPPOff        1 0.0000000064380  78
## - barthag       1 0.0000000064892  78
## - RawT          1 0.0000000066021  78
## - EffHgt        1 0.0000000067044  78
## - Talent        1 0.0000000069829  78
## - TOVper        1 0.0000000072221  78
## <none>            0.0000000055441  80
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + FTRate + FTRateD + TOVper + 
##     TOVperD + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + Astper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - twoPper       1 0.0000000055772  76
## - threePper     1 0.0000000055853  76
## - nc_fut_sos    1 0.0000000056249  76
## - adj_o_rk      1 0.0000000056372  76
## - Blkper        1 0.0000000056399  76
## - nc_elite_sos  1 0.0000000056547  76
## - ov_fut_sos    1 0.0000000056918  76
## - EliteSOS      1 0.0000000057478  76
## - FTRate        1 0.0000000057478  76
## - ov_elite_sos  1 0.0000000057479  76
## - twoPperD      1 0.0000000057486  76
## - Blkedper      1 0.0000000057509  76
## - adj_t_rk      1 0.0000000057560  76
## - Adj.T         1 0.0000000057854  76
## - eFG           1 0.0000000058273  76
## - adj_t         1 0.0000000058456  76
## - threePperD    1 0.0000000058677  76
## - PPPDef        1 0.0000000059089  76
## - adj_d         1 0.0000000059148  76
## - adj_o         1 0.0000000059163  76
## - OpORebper     1 0.0000000059201  76
## - adj_d_rk      1 0.0000000059344  76
## - Ftper         1 0.0000000059688  76
## - Op.Ftper      1 0.0000000060148  76
## - threePRateD   1 0.0000000060253  76
## - barthag_rk    1 0.0000000060327  76
## - AvgHgt        1 0.0000000060329  76
## - Astper        1 0.0000000060638  76
## - wab           1 0.0000000062125  76
## - TOVperD       1 0.0000000062500  76
## - threePRate    1 0.0000000062741  76
## - FTRateD       1 0.0000000063330  76
## - PPPOff        1 0.0000000064459  76
## - barthag       1 0.0000000065919  76
## - RawT          1 0.0000000066959  76
## - EffHgt        1 0.0000000067172  76
## - Talent        1 0.0000000070073  76
## - TOVper        1 0.0000000073829  76
## <none>            0.0000000055662  78
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + FTRate + FTRateD + TOVper + 
##     TOVperD + OpORebper + RawT + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + threePRate + threePRateD + Adj.T + 
##     AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePper     1 0.0000000055964  74
## - Blkper        1 0.0000000056562  74
## - nc_elite_sos  1 0.0000000056566  74
## - adj_o_rk      1 0.0000000056599  74
## - nc_fut_sos    1 0.0000000056664  74
## - ov_fut_sos    1 0.0000000057089  74
## - twoPperD      1 0.0000000057553  74
## - FTRate        1 0.0000000057561  74
## - adj_t_rk      1 0.0000000057594  74
## - ov_elite_sos  1 0.0000000057701  74
## - Blkedper      1 0.0000000057843  74
## - EliteSOS      1 0.0000000057912  74
## - Adj.T         1 0.0000000058002  74
## - threePperD    1 0.0000000058711  74
## - adj_t         1 0.0000000058755  74
## - adj_d         1 0.0000000059226  74
## - OpORebper     1 0.0000000059307  74
## - PPPDef        1 0.0000000059409  74
## - adj_d_rk      1 0.0000000059516  74
## - adj_o         1 0.0000000059611  74
## - Ftper         1 0.0000000060131  74
## - Op.Ftper      1 0.0000000060177  74
## - threePRateD   1 0.0000000060451  74
## - barthag_rk    1 0.0000000060639  74
## - AvgHgt        1 0.0000000061233  74
## - Astper        1 0.0000000061786  74
## - wab           1 0.0000000062273  74
## - threePRate    1 0.0000000062533  74
## - TOVperD       1 0.0000000062537  74
## - FTRateD       1 0.0000000063918  74
## - PPPOff        1 0.0000000064837  74
## - barthag       1 0.0000000066240  74
## - RawT          1 0.0000000067000  74
## - EffHgt        1 0.0000000067204  74
## - Talent        1 0.0000000071717  74
## - TOVper        1 0.0000000073866  74
## - eFG           1 0.0000000074510  74
## <none>            0.0000000055772  76
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + FTRate + FTRateD + TOVper + 
##     TOVperD + OpORebper + RawT + twoPperD + threePperD + Blkper + 
##     Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_o_rk      1 0.0000000056589  72
## - nc_fut_sos    1 0.0000000056655  72
## - Blkper        1 0.0000000056818  72
## - nc_elite_sos  1 0.0000000057203  72
## - ov_fut_sos    1 0.0000000057368  72
## - adj_t_rk      1 0.0000000057588  72
## - FTRate        1 0.0000000057729  72
## - ov_elite_sos  1 0.0000000057764  72
## - Blkedper      1 0.0000000057850  72
## - EliteSOS      1 0.0000000058036  72
## - twoPperD      1 0.0000000058390  72
## - adj_t         1 0.0000000058822  72
## - Adj.T         1 0.0000000058888  72
## - adj_d         1 0.0000000059432  72
## - adj_d_rk      1 0.0000000059527  72
## - threePperD    1 0.0000000059595  72
## - adj_o         1 0.0000000059631  72
## - OpORebper     1 0.0000000059641  72
## - PPPDef        1 0.0000000060015  72
## - Ftper         1 0.0000000060218  72
## - Op.Ftper      1 0.0000000060485  72
## - AvgHgt        1 0.0000000061136  72
## - threePRateD   1 0.0000000061314  72
## - barthag_rk    1 0.0000000061945  72
## - Astper        1 0.0000000062256  72
## - TOVperD       1 0.0000000062599  72
## - threePRate    1 0.0000000062672  72
## - wab           1 0.0000000064269  72
## - FTRateD       1 0.0000000064861  72
## - PPPOff        1 0.0000000065120  72
## - barthag       1 0.0000000067867  72
## - RawT          1 0.0000000067921  72
## - EffHgt        1 0.0000000068525  72
## - Talent        1 0.0000000071823  72
## - TOVper        1 0.0000000074295  72
## - eFG           1 0.0000000076030  72
## <none>            0.0000000055964  74
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     ov_fut_sos + eFG + FTRate + FTRateD + TOVper + TOVperD + 
##     OpORebper + RawT + twoPperD + threePperD + Blkper + Blkedper + 
##     Astper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_elite_sos  1 0.0000000057471  70
## - Blkper        1 0.0000000057656  70
## - adj_t_rk      1 0.0000000057808  70
## - nc_fut_sos    1 0.0000000057874  70
## - Blkedper      1 0.0000000058158  70
## - FTRate        1 0.0000000058703  70
## - adj_t         1 0.0000000058909  70
## - ov_elite_sos  1 0.0000000058942  70
## - ov_fut_sos    1 0.0000000059001  70
## - twoPperD      1 0.0000000059218  70
## - adj_o         1 0.0000000059913  70
## - adj_d_rk      1 0.0000000059987  70
## - Adj.T         1 0.0000000060027  70
## - EliteSOS      1 0.0000000060053  70
## - threePperD    1 0.0000000060187  70
## - adj_d         1 0.0000000060257  70
## - Ftper         1 0.0000000060676  70
## - PPPDef        1 0.0000000061030  70
## - OpORebper     1 0.0000000061145  70
## - AvgHgt        1 0.0000000061458  70
## - threePRateD   1 0.0000000061936  70
## - Astper        1 0.0000000062398  70
## - Op.Ftper      1 0.0000000062412  70
## - barthag_rk    1 0.0000000062618  70
## - threePRate    1 0.0000000064233  70
## - TOVperD       1 0.0000000064248  70
## - wab           1 0.0000000065426  70
## - PPPOff        1 0.0000000066219  70
## - barthag       1 0.0000000068516  70
## - RawT          1 0.0000000068529  70
## - EffHgt        1 0.0000000068738  70
## - FTRateD       1 0.0000000072232  70
## - Talent        1 0.0000000074161  70
## - TOVper        1 0.0000000075519  70
## - eFG           1 0.0000000076169  70
## <none>            0.0000000056589  72
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=70
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos + 
##     eFG + FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPperD + threePperD + Blkper + Blkedper + Astper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Blkper        1 0.0000000058181  68
## - adj_t_rk      1 0.0000000058872  68
## - ov_elite_sos  1 0.0000000059340  68
## - FTRate        1 0.0000000059892  68
## - adj_o         1 0.0000000059919  68
## - Adj.T         1 0.0000000059985  68
## - Blkedper      1 0.0000000060509  68
## - adj_t         1 0.0000000060627  68
## - ov_fut_sos    1 0.0000000061009  68
## - twoPperD      1 0.0000000061078  68
## - EliteSOS      1 0.0000000061346  68
## - Ftper         1 0.0000000061457  68
## - adj_d         1 0.0000000061651  68
## - nc_fut_sos    1 0.0000000061702  68
## - AvgHgt        1 0.0000000061762  68
## - adj_d_rk      1 0.0000000061898  68
## - threePperD    1 0.0000000061965  68
## - threePRateD   1 0.0000000062059  68
## - barthag_rk    1 0.0000000062584  68
## - Op.Ftper      1 0.0000000062743  68
## - OpORebper     1 0.0000000062927  68
## - PPPDef        1 0.0000000063345  68
## - Astper        1 0.0000000064722  68
## - threePRate    1 0.0000000065621  68
## - PPPOff        1 0.0000000066233  68
## - TOVperD       1 0.0000000066671  68
## - wab           1 0.0000000067137  68
## - EffHgt        1 0.0000000068765  68
## - barthag       1 0.0000000068787  68
## - RawT          1 0.0000000069824  68
## - FTRateD       1 0.0000000074357  68
## - TOVper        1 0.0000000075468  68
## - eFG           1 0.0000000080078  68
## - Talent        1 0.0000000082332  68
## <none>            0.0000000057471  70
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=68
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos + 
##     eFG + FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPperD + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_elite_sos  1 0.0000000060101  66
## - FTRate        1 0.0000000060134  66
## - Adj.T         1 0.0000000060195  66
## - adj_t_rk      1 0.0000000060315  66
## - adj_o         1 0.0000000060378  66
## - adj_t         1 0.0000000060907  66
## - Blkedper      1 0.0000000060924  66
## - ov_fut_sos    1 0.0000000061199  66
## - twoPperD      1 0.0000000061295  66
## - EliteSOS      1 0.0000000061638  66
## - Ftper         1 0.0000000061923  66
## - adj_d         1 0.0000000062039  66
## - nc_fut_sos    1 0.0000000062103  66
## - threePRateD   1 0.0000000062422  66
## - threePperD    1 0.0000000062622  66
## - Op.Ftper      1 0.0000000063167  66
## - OpORebper     1 0.0000000063665  66
## - PPPDef        1 0.0000000063914  66
## - AvgHgt        1 0.0000000064220  66
## - adj_d_rk      1 0.0000000064226  66
## - Astper        1 0.0000000065158  66
## - barthag_rk    1 0.0000000065660  66
## - TOVperD       1 0.0000000067475  66
## - wab           1 0.0000000067844  66
## - threePRate    1 0.0000000068156  66
## - PPPOff        1 0.0000000068774  66
## - RawT          1 0.0000000070048  66
## - EffHgt        1 0.0000000071369  66
## - barthag       1 0.0000000072281  66
## - FTRateD       1 0.0000000076514  66
## - TOVper        1 0.0000000077430  66
## - eFG           1 0.0000000082422  66
## - Talent        1 0.0000000082553  66
## <none>            0.0000000058181  68
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=66
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_fut_sos + ov_fut_sos + eFG + 
##     FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPperD + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - Adj.T        1 0.0000000060501  64
## - ov_fut_sos   1 0.0000000061268  64
## - FTRate       1 0.0000000061473  64
## - adj_o        1 0.0000000061958  64
## - EliteSOS     1 0.0000000062123  64
## - nc_fut_sos   1 0.0000000062289  64
## - adj_d        1 0.0000000062360  64
## - twoPperD     1 0.0000000062916  64
## - adj_t        1 0.0000000063240  64
## - Ftper        1 0.0000000063279  64
## - threePperD   1 0.0000000063881  64
## - OpORebper    1 0.0000000064735  64
## - Op.Ftper     1 0.0000000064785  64
## - Blkedper     1 0.0000000064828  64
## - adj_t_rk     1 0.0000000065215  64
## - PPPDef       1 0.0000000065264  64
## - threePRateD  1 0.0000000066001  64
## - AvgHgt       1 0.0000000066619  64
## - barthag_rk   1 0.0000000066680  64
## - adj_d_rk     1 0.0000000067589  64
## - TOVperD      1 0.0000000068234  64
## - Astper       1 0.0000000068701  64
## - threePRate   1 0.0000000068831  64
## - wab          1 0.0000000068835  64
## - PPPOff       1 0.0000000070647  64
## - EffHgt       1 0.0000000071559  64
## - RawT         1 0.0000000071564  64
## - barthag      1 0.0000000072645  64
## - FTRateD      1 0.0000000076863  64
## - TOVper       1 0.0000000082348  64
## - Talent       1 0.0000000084680  64
## - eFG          1 0.0000000085626  64
## <none>           0.0000000060101  66
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=64
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_fut_sos + ov_fut_sos + eFG + 
##     FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPperD + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - ov_fut_sos   1 0.0000000061096  62
## - EliteSOS     1 0.0000000061969  62
## - nc_fut_sos   1 0.0000000062157  62
## - FTRate       1 0.0000000062262  62
## - adj_d        1 0.0000000063068  62
## - adj_o        1 0.0000000063125  62
## - Ftper        1 0.0000000063494  62
## - twoPperD     1 0.0000000064108  62
## - adj_t        1 0.0000000064711  62
## - threePperD   1 0.0000000065275  62
## - Blkedper     1 0.0000000065601  62
## - Op.Ftper     1 0.0000000065817  62
## - OpORebper    1 0.0000000065882  62
## - PPPDef       1 0.0000000066172  62
## - adj_t_rk     1 0.0000000067107  62
## - AvgHgt       1 0.0000000067316  62
## - barthag_rk   1 0.0000000067619  62
## - adj_d_rk     1 0.0000000067874  62
## - threePRateD  1 0.0000000069284  62
## - Astper       1 0.0000000070000  62
## - wab          1 0.0000000070269  62
## - threePRate   1 0.0000000070446  62
## - TOVperD      1 0.0000000071026  62
## - PPPOff       1 0.0000000071031  62
## - RawT         1 0.0000000072341  62
## - EffHgt       1 0.0000000072847  62
## - barthag      1 0.0000000075497  62
## - FTRateD      1 0.0000000079491  62
## - TOVper       1 0.0000000085000  62
## - eFG          1 0.0000000085971  62
## - Talent       1 0.0000000094395  62
## <none>           0.0000000060501  64
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=62
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_fut_sos + eFG + FTRate + FTRateD + 
##     TOVper + TOVperD + OpORebper + RawT + twoPperD + threePperD + 
##     Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - FTRate       1 0.0000000062297  60
## - nc_fut_sos   1 0.0000000062305  60
## - EliteSOS     1 0.0000000062450  60
## - adj_d        1 0.0000000063098  60
## - adj_o        1 0.0000000063211  60
## - Ftper        1 0.0000000063516  60
## - twoPperD     1 0.0000000064409  60
## - Blkedper     1 0.0000000065684  60
## - adj_t        1 0.0000000065919  60
## - threePperD   1 0.0000000065922  60
## - PPPDef       1 0.0000000066525  60
## - OpORebper    1 0.0000000066635  60
## - Op.Ftper     1 0.0000000067777  60
## - adj_d_rk     1 0.0000000068746  60
## - Astper       1 0.0000000070025  60
## - threePRate   1 0.0000000070474  60
## - adj_t_rk     1 0.0000000070611  60
## - barthag_rk   1 0.0000000070932  60
## - threePRateD  1 0.0000000071133  60
## - TOVperD      1 0.0000000072275  60
## - AvgHgt       1 0.0000000073242  60
## - PPPOff       1 0.0000000075847  60
## - RawT         1 0.0000000076651  60
## - FTRateD      1 0.0000000079760  60
## - wab          1 0.0000000080885  60
## - barthag      1 0.0000000081293  60
## - EffHgt       1 0.0000000085456  60
## - eFG          1 0.0000000086387  60
## - TOVper       1 0.0000000088748  60
## - Talent       1 0.0000000094601  60
## <none>           0.0000000061096  62
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=60
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_fut_sos + eFG + FTRateD + TOVper + 
##     TOVperD + OpORebper + RawT + twoPperD + threePperD + Blkedper + 
##     Astper + threePRate + threePRateD + AvgHgt + EffHgt + Talent + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - adj_d        1 0.0000000063097  58
## - nc_fut_sos   1 0.0000000063571  58
## - EliteSOS     1 0.0000000063577  58
## - adj_o        1 0.0000000063627  58
## - Ftper        1 0.0000000065033  58
## - twoPperD     1 0.0000000067558  58
## - adj_d_rk     1 0.0000000068746  58
## - Op.Ftper     1 0.0000000068756  58
## - PPPDef       1 0.0000000068932  58
## - threePperD   1 0.0000000068984  58
## - OpORebper    1 0.0000000069277  58
## - adj_t        1 0.0000000069457  58
## - Blkedper     1 0.0000000069947  58
## - threePRate   1 0.0000000070393  58
## - Astper       1 0.0000000070888  58
## - barthag_rk   1 0.0000000073280  58
## - adj_t_rk     1 0.0000000074393  58
## - TOVperD      1 0.0000000075604  58
## - threePRateD  1 0.0000000078570  58
## - AvgHgt       1 0.0000000080353  58
## - FTRateD      1 0.0000000081258  58
## - RawT         1 0.0000000082705  58
## - PPPOff       1 0.0000000086009  58
## - barthag      1 0.0000000086146  58
## - EffHgt       1 0.0000000086194  58
## - Talent       1 0.0000000094978  58
## - wab          1 0.0000000100011  58
## - eFG          1 0.0000000104485  58
## - TOVper       1 0.0000000112854  58
## <none>           0.0000000062297  60
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=58
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_fut_sos + eFG + FTRateD + TOVper + TOVperD + 
##     OpORebper + RawT + twoPperD + threePperD + Blkedper + Astper + 
##     threePRate + threePRateD + AvgHgt + EffHgt + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - adj_o        1 0.0000000064073  56
## - EliteSOS     1 0.0000000065642  56
## - nc_fut_sos   1 0.0000000065905  56
## - Ftper        1 0.0000000067288  56
## - twoPperD     1 0.0000000069303  56
## - Op.Ftper     1 0.0000000069374  56
## - PPPDef       1 0.0000000069855  56
## - adj_d_rk     1 0.0000000070171  56
## - threePperD   1 0.0000000070387  56
## - OpORebper    1 0.0000000070855  56
## - Astper       1 0.0000000071940  56
## - Blkedper     1 0.0000000073047  56
## - barthag_rk   1 0.0000000073579  56
## - threePRate   1 0.0000000073791  56
## - adj_t        1 0.0000000073991  56
## - adj_t_rk     1 0.0000000076366  56
## - TOVperD      1 0.0000000077539  56
## - threePRateD  1 0.0000000081333  56
## - AvgHgt       1 0.0000000082603  56
## - FTRateD      1 0.0000000083659  56
## - barthag      1 0.0000000086236  56
## - RawT         1 0.0000000086923  56
## - EffHgt       1 0.0000000087401  56
## - PPPOff       1 0.0000000093463  56
## - Talent       1 0.0000000096132  56
## - wab          1 0.0000000102042  56
## - eFG          1 0.0000000107229  56
## - TOVper       1 0.0000000124037  56
## <none>           0.0000000063097  58
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=56
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t + adj_t_rk + 
##     wab + nc_fut_sos + eFG + FTRateD + TOVper + TOVperD + OpORebper + 
##     RawT + twoPperD + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - nc_fut_sos   1 0.0000000067829  54
## - EliteSOS     1 0.0000000068991  54
## - Ftper        1 0.0000000069032  54
## - twoPperD     1 0.0000000070254  54
## - threePperD   1 0.0000000070992  54
## - Op.Ftper     1 0.0000000071058  54
## - adj_d_rk     1 0.0000000071152  54
## - PPPDef       1 0.0000000071241  54
## - OpORebper    1 0.0000000072236  54
## - barthag_rk   1 0.0000000073896  54
## - adj_t        1 0.0000000074266  54
## - threePRate   1 0.0000000074269  54
## - Blkedper     1 0.0000000074551  54
## - Astper       1 0.0000000074782  54
## - TOVperD      1 0.0000000077442  54
## - threePRateD  1 0.0000000082157  54
## - adj_t_rk     1 0.0000000085434  54
## - AvgHgt       1 0.0000000085763  54
## - FTRateD      1 0.0000000087664  54
## - RawT         1 0.0000000088731  54
## - barthag      1 0.0000000089169  54
## - EffHgt       1 0.0000000091631  54
## - Talent       1 0.0000000096727  54
## - wab          1 0.0000000104316  54
## - eFG          1 0.0000000112227  54
## - TOVper       1 0.0000000124630  54
## - PPPOff       1 0.0000000161473  54
## <none>           0.0000000064073  56
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=54
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t + adj_t_rk + 
##     wab + eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPperD + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - Ftper        1 0.0000000070946  52
## - EliteSOS     1 0.0000000072162  52
## - barthag_rk   1 0.0000000073925  52
## - adj_t        1 0.0000000074756  52
## - adj_d_rk     1 0.0000000074909  52
## - Op.Ftper     1 0.0000000074954  52
## - Blkedper     1 0.0000000075263  52
## - threePRate   1 0.0000000077999  52
## - twoPperD     1 0.0000000078005  52
## - Astper       1 0.0000000078569  52
## - PPPDef       1 0.0000000079561  52
## - threePperD   1 0.0000000080454  52
## - OpORebper    1 0.0000000080716  52
## - adj_t_rk     1 0.0000000086565  52
## - RawT         1 0.0000000088864  52
## - barthag      1 0.0000000089408  52
## - AvgHgt       1 0.0000000090210  52
## - TOVperD      1 0.0000000091122  52
## - EffHgt       1 0.0000000092281  52
## - threePRateD  1 0.0000000095961  52
## - Talent       1 0.0000000098233  52
## - FTRateD      1 0.0000000102989  52
## - wab          1 0.0000000107567  52
## - eFG          1 0.0000000125588  52
## - TOVper       1 0.0000000150896  52
## - PPPOff       1 0.0000000172562  52
## <none>           0.0000000067829  54
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=52
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t + adj_t_rk + 
##     wab + eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPperD + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - adj_t        1 0.0000000076451  50
## - adj_d_rk     1 0.0000000076631  50
## - barthag_rk   1 0.0000000076718  50
## - Op.Ftper     1 0.0000000076968  50
## - EliteSOS     1 0.0000000077383  50
## - twoPperD     1 0.0000000078522  50
## - Astper       1 0.0000000079059  50
## - PPPDef       1 0.0000000079922  50
## - threePperD   1 0.0000000080953  50
## - Blkedper     1 0.0000000081001  50
## - OpORebper    1 0.0000000081551  50
## - threePRate   1 0.0000000086330  50
## - barthag      1 0.0000000090978  50
## - TOVperD      1 0.0000000091022  50
## - RawT         1 0.0000000091453  50
## - AvgHgt       1 0.0000000091539  50
## - threePRateD  1 0.0000000095395  50
## - EffHgt       1 0.0000000096021  50
## - adj_t_rk     1 0.0000000097281  50
## - Talent       1 0.0000000098552  50
## - FTRateD      1 0.0000000102959  50
## - wab          1 0.0000000118293  50
## - eFG          1 0.0000000144860  50
## - TOVper       1 0.0000000173150  50
## - PPPOff       1 0.0000000220543  50
## <none>           0.0000000070946  52
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=50
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab + 
##     eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPperD + 
##     threePperD + Blkedper + Astper + threePRate + threePRateD + 
##     AvgHgt + EffHgt + Talent + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - Op.Ftper     1 0.0000000078752  48
## - twoPperD     1 0.0000000081560  48
## - barthag_rk   1 0.0000000082936  48
## - threePperD   1 0.0000000083098  48
## - Blkedper     1 0.0000000083835  48
## - PPPDef       1 0.0000000083855  48
## - EliteSOS     1 0.0000000084729  48
## - adj_d_rk     1 0.0000000085052  48
## - OpORebper    1 0.0000000085413  48
## - Astper       1 0.0000000085679  48
## - TOVperD      1 0.0000000091871  48
## - threePRate   1 0.0000000092761  48
## - RawT         1 0.0000000096140  48
## - adj_t_rk     1 0.0000000096253  48
## - barthag      1 0.0000000096451  48
## - Talent       1 0.0000000099861  48
## - threePRateD  1 0.0000000100948  48
## - AvgHgt       1 0.0000000107580  48
## - FTRateD      1 0.0000000111643  48
## - EffHgt       1 0.0000000119690  48
## - wab          1 0.0000000124793  48
## - eFG          1 0.0000000144544  48
## - TOVper       1 0.0000000177424  48
## - PPPOff       1 0.0000000221574  48
## <none>           0.0000000076451  50
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=48
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab + 
##     eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPperD + 
##     threePperD + Blkedper + Astper + threePRate + threePRateD + 
##     AvgHgt + EffHgt + Talent + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - twoPperD     1 0.0000000081587  46
## - threePperD   1 0.0000000083144  46
## - PPPDef       1 0.0000000083932  46
## - barthag_rk   1 0.0000000084133  46
## - Blkedper     1 0.0000000084772  46
## - OpORebper    1 0.0000000085921  46
## - Astper       1 0.0000000087476  46
## - EliteSOS     1 0.0000000087673  46
## - TOVperD      1 0.0000000093107  46
## - adj_d_rk     1 0.0000000093361  46
## - threePRate   1 0.0000000095286  46
## - barthag      1 0.0000000096857  46
## - adj_t_rk     1 0.0000000098103  46
## - threePRateD  1 0.0000000101225  46
## - RawT         1 0.0000000101611  46
## - Talent       1 0.0000000106117  46
## - FTRateD      1 0.0000000111801  46
## - AvgHgt       1 0.0000000111813  46
## - wab          1 0.0000000126683  46
## - EffHgt       1 0.0000000135927  46
## - eFG          1 0.0000000145633  46
## - TOVper       1 0.0000000232380  46
## - PPPOff       1 0.0000000242648  46
## <none>           0.0000000078752  48
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=46
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab + 
##     eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + threePperD + 
##     Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt + 
##     Talent + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - threePperD   1 0.0000000084332  44
## - Blkedper     1 0.0000000084987  44
## - Astper       1 0.0000000088231  44
## - EliteSOS     1 0.0000000088686  44
## - PPPDef       1 0.0000000089229  44
## - barthag_rk   1 0.0000000089876  44
## - OpORebper    1 0.0000000092159  44
## - adj_d_rk     1 0.0000000094230  44
## - threePRate   1 0.0000000095292  44
## - adj_t_rk     1 0.0000000098556  44
## - RawT         1 0.0000000102226  44
## - barthag      1 0.0000000108220  44
## - AvgHgt       1 0.0000000112394  44
## - Talent       1 0.0000000113917  44
## - threePRateD  1 0.0000000117067  44
## - wab          1 0.0000000127644  44
## - eFG          1 0.0000000145727  44
## - FTRateD      1 0.0000000148106  44
## - EffHgt       1 0.0000000163675  44
## - TOVper       1 0.0000000237132  44
## - TOVperD      1 0.0000000247785  44
## - PPPOff       1 0.0000000252280  44
## <none>           0.0000000081587  46
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=44
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab + 
##     eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + Blkedper + 
##     Astper + threePRate + threePRateD + AvgHgt + EffHgt + Talent + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df       Deviance AIC
## - Blkedper     1 0.000000008510  42
## - PPPDef       1 0.000000008940  42
## - OpORebper    1 0.000000009225  42
## - Astper       1 0.000000009241  42
## - EliteSOS     1 0.000000009441  42
## - barthag_rk   1 0.000000009447  42
## - adj_d_rk     1 0.000000009504  42
## - threePRate   1 0.000000009568  42
## - adj_t_rk     1 0.000000010020  42
## - RawT         1 0.000000010271  42
## - barthag      1 0.000000011109  42
## - AvgHgt       1 0.000000011257  42
## - Talent       1 0.000000011463  42
## - threePRateD  1 0.000000011767  42
## - wab          1 0.000000014392  42
## - FTRateD      1 0.000000014654  42
## - eFG          1 0.000000014936  42
## - EffHgt       1 0.000000017084  42
## - TOVper       1 0.000000023798  42
## - PPPOff       1 0.000000025389  42
## - TOVperD      1 0.000000036044  42
## <none>           0.000000008433  44
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=42
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab + 
##     eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + Astper + 
##     threePRate + threePRateD + AvgHgt + EffHgt + Talent + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df       Deviance AIC
## - Astper       1 0.000000009315  40
## - PPPDef       1 0.000000009416  40
## - OpORebper    1 0.000000009527  40
## - barthag_rk   1 0.000000009561  40
## - threePRate   1 0.000000009623  40
## - EliteSOS     1 0.000000009631  40
## - adj_d_rk     1 0.000000010253  40
## - RawT         1 0.000000010346  40
## - adj_t_rk     1 0.000000010610  40
## - barthag      1 0.000000011180  40
## - AvgHgt       1 0.000000011664  40
## - Talent       1 0.000000011842  40
## - threePRateD  1 0.000000011926  40
## - wab          1 0.000000015178  40
## - eFG          1 0.000000016800  40
## - FTRateD      1 0.000000017801  40
## - EffHgt       1 0.000000018133  40
## - PPPOff       1 0.000000027021  40
## - TOVper       1 0.000000027628  40
## - TOVperD      1 0.000000045359  40
## <none>           0.000000008510  42
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=40
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab + 
##     eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df       Deviance AIC
## - EliteSOS     1 0.000000010579  38
## - OpORebper    1 0.000000010600  38
## - PPPDef       1 0.000000010640  38
## - barthag_rk   1 0.000000010719  38
## - threePRate   1 0.000000010802  38
## - adj_d_rk     1 0.000000011470  38
## - RawT         1 0.000000011858  38
## - AvgHgt       1 0.000000011902  38
## - threePRateD  1 0.000000012392  38
## - adj_t_rk     1 0.000000013006  38
## - barthag      1 0.000000013895  38
## - Talent       1 0.000000015450  38
## - FTRateD      1 0.000000018693  38
## - wab          1 0.000000019972  38
## - EffHgt       1 0.000000020739  38
## - eFG          1 0.000000024682  38
## - TOVper       1 0.000000040914  38
## - TOVperD      1 0.000000045321  38
## - PPPOff       1 0.000000048899  38
## <none>           0.000000009315  40
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=38
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab + 
##     eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df       Deviance AIC
## - threePRate   1 0.000000010815  36
## - barthag_rk   1 0.000000011257  36
## - OpORebper    1 0.000000011620  36
## - AvgHgt       1 0.000000012405  36
## - threePRateD  1 0.000000012468  36
## - RawT         1 0.000000013197  36
## - adj_d_rk     1 0.000000013747  36
## - adj_t_rk     1 0.000000013814  36
## - barthag      1 0.000000013993  36
## - PPPDef       1 0.000000015059  36
## - Talent       1 0.000000016058  36
## - FTRateD      1 0.000000022878  36
## - eFG          1 0.000000026478  36
## - EffHgt       1 0.000000030424  36
## - wab          1 0.000000035812  36
## - TOVperD      1 0.000000049227  36
## - PPPOff       1 0.000000094971  36
## - TOVper       1 0.000000100672  36
## <none>           0.000000010579  38
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=36
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab + 
##     eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + threePRateD + 
##     AvgHgt + EffHgt + Talent + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df       Deviance AIC
## - barthag_rk   1 0.000000011181  34
## - OpORebper    1 0.000000013159  34
## - threePRateD  1 0.000000013574  34
## - barthag      1 0.000000014216  34
## - AvgHgt       1 0.000000014369  34
## - adj_d_rk     1 0.000000014682  34
## - Talent       1 0.000000016076  34
## - adj_t_rk     1 0.000000016801  34
## - PPPDef       1 0.000000016911  34
## - RawT         1 0.000000017424  34
## - FTRateD      1 0.000000025558  34
## - eFG          1 0.000000028652  34
## - TOVperD      1 0.000000053380  34
## - EffHgt       1 0.000000054748  34
## - wab          1 0.000000089363  34
## - TOVper       1 0.000000139015  34
## - PPPOff       1 0.000000158333  34
## <none>           0.000000010815  36
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=34
## conf_winner ~ barthag + adj_d_rk + adj_t_rk + wab + eFG + FTRateD + 
##     TOVper + TOVperD + OpORebper + RawT + threePRateD + AvgHgt + 
##     EffHgt + Talent + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df       Deviance AIC
## - OpORebper    1 0.000000014330  32
## - AvgHgt       1 0.000000014637  32
## - adj_d_rk     1 0.000000014734  32
## - threePRateD  1 0.000000015112  32
## - PPPDef       1 0.000000017194  32
## - barthag      1 0.000000019801  32
## - adj_t_rk     1 0.000000023770  32
## - Talent       1 0.000000025435  32
## - FTRateD      1 0.000000025642  32
## - eFG          1 0.000000028784  32
## - RawT         1 0.000000029218  32
## - TOVperD      1 0.000000064314  32
## - EffHgt       1 0.000000070162  32
## - wab          1 0.000000104334  32
## - TOVper       1 0.000000140911  32
## - PPPOff       1 0.000000183157  32
## <none>           0.000000011181  34
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=32
## conf_winner ~ barthag + adj_d_rk + adj_t_rk + wab + eFG + FTRateD + 
##     TOVper + TOVperD + RawT + threePRateD + AvgHgt + EffHgt + 
##     Talent + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df       Deviance AIC
## - threePRateD  1 0.000000016747  30
## - AvgHgt       1 0.000000017505  30
## - adj_d_rk     1 0.000000019404  30
## - barthag      1 0.000000020703  30
## - PPPDef       1 0.000000020815  30
## - Talent       1 0.000000030365  30
## - adj_t_rk     1 0.000000033272  30
## - FTRateD      1 0.000000035195  30
## - RawT         1 0.000000044395  30
## - TOVperD      1 0.000000065078  30
## - eFG          1 0.000000068446  30
## - wab          1 0.000000107076  30
## - EffHgt       1 0.000000143525  30
## - PPPOff       1 0.000000184318  30
## - TOVper       1 0.000000235834  30
## <none>           0.000000014330  32
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=30
## conf_winner ~ barthag + adj_d_rk + adj_t_rk + wab + eFG + FTRateD + 
##     TOVper + TOVperD + RawT + AvgHgt + EffHgt + Talent + PPPOff + 
##     PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##            Df     Deviance AIC
## - AvgHgt    1 0.0000000188  28
## - PPPDef    1 0.0000000235  28
## - adj_d_rk  1 0.0000000239  28
## - adj_t_rk  1 0.0000000351  28
## - FTRateD   1 0.0000000410  28
## - Talent    1 0.0000000448  28
## - RawT      1 0.0000000459  28
## - barthag   1 0.0000000463  28
## - eFG       1 0.0000000707  28
## - EffHgt    1 0.0000001880  28
## - TOVper    1 0.0000002670  28
## - wab       1 0.0000003329  28
## - TOVperD   1 0.0000004951  28
## - PPPOff    1 0.0000118280  28
## <none>        0.0000000167  30
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=28
## conf_winner ~ barthag + adj_d_rk + adj_t_rk + wab + eFG + FTRateD + 
##     TOVper + TOVperD + RawT + EffHgt + Talent + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##            Df Deviance    AIC
## - adj_d_rk  1    0.000 26.000
## - PPPDef    1    0.000 26.000
## - adj_t_rk  1    0.000 26.000
## - Talent    1    0.000 26.000
## - barthag   1    0.000 26.000
## - FTRateD   1    0.000 26.000
## - RawT      1    0.000 26.000
## - eFG       1    0.000 26.000
## - EffHgt    1    0.000 26.000
## - TOVper    1    0.000 26.000
## - wab       1    0.000 26.000
## - TOVperD   1    0.000 26.000
## <none>           0.000 28.000
## - PPPOff    1   15.314 41.314
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=26
## conf_winner ~ barthag + adj_t_rk + wab + eFG + FTRateD + TOVper + 
##     TOVperD + RawT + EffHgt + Talent + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##            Df Deviance    AIC
## - PPPDef    1    0.000 24.000
## - barthag   1    0.000 24.000
## - FTRateD   1    0.000 24.000
## - Talent    1    0.000 24.000
## - adj_t_rk  1    0.000 24.000
## - RawT      1    0.000 24.000
## - eFG       1    0.000 24.000
## - EffHgt    1    0.000 24.000
## - TOVper    1    0.000 24.000
## - wab       1    0.000 24.000
## <none>           0.000 26.000
## - TOVperD   1   15.376 39.376
## - PPPOff    1   16.799 40.799
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=24
## conf_winner ~ barthag + adj_t_rk + wab + eFG + FTRateD + TOVper + 
##     TOVperD + RawT + EffHgt + Talent + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##            Df Deviance    AIC
## - barthag   1    0.000 22.000
## - FTRateD   1    0.000 22.000
## - Talent    1    0.000 22.000
## - adj_t_rk  1    0.000 22.000
## - RawT      1    0.000 22.000
## - eFG       1    0.000 22.000
## - EffHgt    1    0.000 22.000
## - wab       1    0.000 22.000
## <none>           0.000 24.000
## - TOVper    1   10.589 32.589
## - TOVperD   1   16.479 38.479
## - PPPOff    1   26.608 48.608
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=22
## conf_winner ~ adj_t_rk + wab + eFG + FTRateD + TOVper + TOVperD + 
##     RawT + EffHgt + Talent + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##            Df Deviance    AIC
## - Talent    1    0.000 20.000
## - EffHgt    1    0.000 20.000
## - FTRateD   1    0.000 20.000
## - eFG       1    0.000 20.000
## - adj_t_rk  1    0.000 20.000
## <none>           0.000 22.000
## - RawT      1   13.581 33.581
## - TOVperD   1   16.517 36.517
## - TOVper    1   21.474 41.474
## - wab       1   23.561 43.561
## - PPPOff    1   26.716 46.716
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=20
## conf_winner ~ adj_t_rk + wab + eFG + FTRateD + TOVper + TOVperD + 
##     RawT + EffHgt + PPPOff
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##            Df Deviance    AIC
## <none>           0.000 20.000
## - adj_t_rk  1   12.288 30.288
## - RawT      1   16.645 34.645
## - EffHgt    1   17.569 35.569
## - FTRateD   1   20.909 38.909
## - eFG       1   20.922 38.922
## - TOVperD   1   21.631 39.631
## - PPPOff    1   30.043 48.043
## - TOVper    1   31.489 49.489
## - wab       1   32.946 50.946
summary(B10_lm.backward)
## 
## Call:
## glm(formula = conf_winner ~ adj_t_rk + wab + eFG + FTRateD + 
##     TOVper + TOVperD + RawT + EffHgt + PPPOff, family = "binomial", 
##     data = B10_train.df, na.action = na.exclude)
## 
## Coefficients:
##                Estimate  Std. Error z value Pr(>|z|)
## (Intercept)  -2485.3744 839622.9398  -0.003    0.998
## adj_t_rk         0.9592    227.0188   0.004    0.997
## wab             24.8541   4743.1960   0.005    0.996
## eFG            -43.2009   7724.0874  -0.006    0.996
## FTRateD        -10.3226   2872.7932  -0.004    0.997
## TOVper          35.6114   8472.0792   0.004    0.997
## TOVperD         34.8198   6059.6156   0.006    0.995
## RawT            28.8669   6408.2791   0.005    0.996
## EffHgt         -32.9391  10165.4345  -0.003    0.997
## PPPOff        3713.7764 614978.0886   0.006    0.995
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 90.848994314230  on 163  degrees of freedom
## Residual deviance:  0.000000091331  on 154  degrees of freedom
## AIC: 20
## 
## Number of Fisher Scoring iterations: 25
#accuracy
B10.lm.back.pred <- predict(B10_lm.backward, B10_valid.df, na.action = na.pass)
accuracy(B10.lm.back.pred, B10_valid.df$conf_winner)
##                ME     RMSE      MAE MPE MAPE
## Test set 378.6646 435.8249 380.0134 NaN  Inf

Based on the backward selection, it is important to note that the variables selected from our function are adj_t_rk, wab, eFG, FTRateD, TOVper, TOVperD, RawT, EffHgt, PPPOff. As stated before, positive coefficients increase the likelihood of being a conference winner while negative coefficients decrease the likelihood of being a conference winner. None of the coefficients for the predictors are statistically significant, as indicated by the p-values (all greater than 0.05). The AIC is 20 which is very low, providing a measure of model fit. A lower AIC indicates a better-fitting model

Forward Selection

B10.lm.null <- lm(conf_winner ~ 1, data = B10_train.df, na.action = na.exclude)
B10.lm.forward <- step(B10.lm.null, direction = 'forward', scope = list(lower = B10.lm.null, upper = B10.lm))
## Start:  AIC=-427.27
## conf_winner ~ 1
## 
##                Df Sum of Sq     RSS     AIC
## + wab           1   2.31810  9.6514 -460.57
## + PPPOff        1   1.77008 10.1994 -451.52
## + adj_o         1   1.76726 10.2023 -451.47
## + Talent        1   1.21250 10.7570 -442.79
## + PPPDef        1   1.15763 10.8119 -441.95
## + eFG           1   1.15741 10.8121 -441.95
## + twoPper       1   1.06608 10.9034 -440.57
## + barthag       1   1.04757 10.9219 -440.29
## + barthag_rk    1   0.93541 11.0341 -438.62
## + Orebper       1   0.93255 11.0370 -438.57
## + adj_o_rk      1   0.79781 11.1717 -436.58
## + adj_d         1   0.76784 11.2017 -436.14
## + threePper     1   0.74805 11.2215 -435.85
## + FTRateD       1   0.73568 11.2338 -435.67
## + FTRate        1   0.65294 11.3166 -434.47
## + eFGD.         1   0.59646 11.3731 -433.65
## + twoPperD      1   0.51219 11.4573 -432.44
## + adj_d_rk      1   0.45370 11.5158 -431.61
## + OpAstper      1   0.39365 11.5759 -430.75
## + Blkedper      1   0.38324 11.5863 -430.61
## + Ftper         1   0.36833 11.6012 -430.40
## + nc_elite_sos  1   0.33927 11.6302 -429.99
## + OpORebper     1   0.32267 11.6468 -429.75
## + nc_fut_sos    1   0.24295 11.7266 -428.63
## + nc_cur_sos    1   0.24295 11.7266 -428.63
## + threePRateD   1   0.20128 11.7682 -428.05
## + threePperD    1   0.17919 11.7903 -427.74
## + Astper        1   0.15051 11.8190 -427.35
## <none>                      11.9695 -427.27
## + Adj.T         1   0.09446 11.8751 -426.57
## + RawT          1   0.08552 11.8840 -426.45
## + adj_t         1   0.07192 11.8976 -426.26
## + AvgHgt        1   0.03995 11.9296 -425.82
## + Op.Ftper      1   0.03627 11.9332 -425.77
## + ov_fut_sos    1   0.03156 11.9380 -425.70
## + ov_cur_sos    1   0.03156 11.9380 -425.70
## + ov_elite_sos  1   0.02823 11.9413 -425.66
## + adj_t_rk      1   0.02491 11.9446 -425.61
## + threePRate    1   0.01206 11.9575 -425.44
## + EliteSOS      1   0.00852 11.9610 -425.39
## + Exp           1   0.00807 11.9614 -425.38
## + TOVperD       1   0.00794 11.9616 -425.38
## + Blkper        1   0.00367 11.9658 -425.32
## + EffHgt        1   0.00281 11.9667 -425.31
## + TOVper        1   0.00037 11.9691 -425.28
## 
## Step:  AIC=-460.57
## conf_winner ~ wab
## 
##                Df Sum of Sq    RSS     AIC
## + barthag_rk    1   0.68443 8.9670 -470.64
## + barthag       1   0.58358 9.0678 -468.80
## + Orebper       1   0.27091 9.3805 -463.24
## + FTRate        1   0.23696 9.4145 -462.65
## + TOVper        1   0.18080 9.4706 -461.67
## + Talent        1   0.16011 9.4913 -461.32
## + adj_o_rk      1   0.15847 9.4929 -461.29
## + FTRateD       1   0.13980 9.5116 -460.97
## + Blkper        1   0.13288 9.5185 -460.85
## + Exp           1   0.13173 9.5197 -460.83
## + adj_d_rk      1   0.11756 9.5339 -460.58
## <none>                      9.6514 -460.57
## + EliteSOS      1   0.08363 9.5678 -460.00
## + PPPOff        1   0.07887 9.5725 -459.92
## + Op.Ftper      1   0.07548 9.5759 -459.86
## + TOVperD       1   0.07523 9.5762 -459.86
## + ov_fut_sos    1   0.06586 9.5856 -459.70
## + ov_cur_sos    1   0.06586 9.5856 -459.70
## + adj_o         1   0.06029 9.5911 -459.60
## + ov_elite_sos  1   0.05934 9.5921 -459.58
## + twoPper       1   0.04480 9.6066 -459.34
## + threePperD    1   0.03802 9.6134 -459.22
## + Astper        1   0.03283 9.6186 -459.13
## + EffHgt        1   0.03176 9.6197 -459.11
## + eFG           1   0.02802 9.6234 -459.05
## + eFGD.         1   0.02644 9.6250 -459.02
## + threePRate    1   0.02567 9.6257 -459.01
## + nc_elite_sos  1   0.02034 9.6311 -458.92
## + adj_t_rk      1   0.01680 9.6346 -458.86
## + nc_fut_sos    1   0.01246 9.6390 -458.78
## + nc_cur_sos    1   0.01246 9.6390 -458.78
## + threePper     1   0.01187 9.6395 -458.77
## + threePRateD   1   0.01154 9.6399 -458.77
## + PPPDef        1   0.01113 9.6403 -458.76
## + adj_d         1   0.00832 9.6431 -458.71
## + OpORebper     1   0.00825 9.6432 -458.71
## + twoPperD      1   0.00781 9.6436 -458.71
## + Ftper         1   0.00301 9.6484 -458.62
## + AvgHgt        1   0.00215 9.6493 -458.61
## + RawT          1   0.00195 9.6495 -458.61
## + Blkedper      1   0.00156 9.6499 -458.60
## + adj_t         1   0.00104 9.6504 -458.59
## + Adj.T         1   0.00036 9.6511 -458.58
## + OpAstper      1   0.00025 9.6512 -458.58
## 
## Step:  AIC=-470.64
## conf_winner ~ wab + barthag_rk
## 
##                Df Sum of Sq    RSS     AIC
## + Orebper       1   0.40484 8.5621 -476.21
## + adj_o         1   0.26878 8.6982 -473.63
## + PPPOff        1   0.26230 8.7047 -473.50
## + Talent        1   0.23306 8.7339 -472.95
## + FTRate        1   0.17082 8.7962 -471.79
## + Op.Ftper      1   0.16847 8.7985 -471.75
## + TOVperD       1   0.14730 8.8197 -471.35
## + TOVper        1   0.12985 8.8371 -471.03
## <none>                      8.9670 -470.64
## + twoPper       1   0.08995 8.8770 -470.29
## + FTRateD       1   0.08896 8.8780 -470.27
## + PPPDef        1   0.08891 8.8781 -470.27
## + Exp           1   0.08276 8.8842 -470.16
## + eFG           1   0.07991 8.8871 -470.10
## + barthag       1   0.07450 8.8925 -470.00
## + Blkper        1   0.07281 8.8942 -469.97
## + adj_t_rk      1   0.04746 8.9195 -469.51
## + threePper     1   0.03694 8.9300 -469.31
## + EliteSOS      1   0.03556 8.9314 -469.29
## + Astper        1   0.03290 8.9341 -469.24
## + EffHgt        1   0.03251 8.9345 -469.23
## + ov_fut_sos    1   0.03082 8.9362 -469.20
## + ov_cur_sos    1   0.03082 8.9362 -469.20
## + ov_elite_sos  1   0.02976 8.9372 -469.18
## + threePRate    1   0.02477 8.9422 -469.09
## + Ftper         1   0.02270 8.9443 -469.05
## + nc_elite_sos  1   0.01848 8.9485 -468.97
## + adj_t         1   0.01505 8.9519 -468.91
## + nc_fut_sos    1   0.01156 8.9554 -468.85
## + nc_cur_sos    1   0.01156 8.9554 -468.85
## + adj_o_rk      1   0.01020 8.9568 -468.82
## + AvgHgt        1   0.00980 8.9572 -468.82
## + adj_d         1   0.00795 8.9590 -468.78
## + twoPperD      1   0.00627 8.9607 -468.75
## + Adj.T         1   0.00575 8.9612 -468.74
## + eFGD.         1   0.00450 8.9625 -468.72
## + adj_d_rk      1   0.00436 8.9626 -468.72
## + RawT          1   0.00275 8.9642 -468.69
## + threePRateD   1   0.00161 8.9654 -468.67
## + Blkedper      1   0.00097 8.9660 -468.65
## + OpAstper      1   0.00072 8.9663 -468.65
## + OpORebper     1   0.00052 8.9665 -468.65
## + threePperD    1   0.00016 8.9668 -468.64
## 
## Step:  AIC=-476.21
## conf_winner ~ wab + barthag_rk + Orebper
## 
##                Df Sum of Sq    RSS     AIC
## + adj_o         1  0.224883 8.3373 -478.58
## + Blkper        1  0.216976 8.3452 -478.42
## + FTRateD       1  0.211313 8.3508 -478.31
## + PPPOff        1  0.148821 8.4133 -477.09
## + twoPper       1  0.132332 8.4298 -476.77
## + Talent        1  0.131793 8.4304 -476.76
## + eFG           1  0.127737 8.4344 -476.68
## + Op.Ftper      1  0.126353 8.4358 -476.65
## <none>                      8.5621 -476.21
## + TOVperD       1  0.075935 8.4862 -475.67
## + twoPperD      1  0.051295 8.5109 -475.20
## + PPPDef        1  0.050434 8.5117 -475.18
## + EffHgt        1  0.049636 8.5125 -475.17
## + Ftper         1  0.047963 8.5142 -475.13
## + threePper     1  0.043545 8.5186 -475.05
## + threePRate    1  0.040334 8.5218 -474.99
## + barthag       1  0.033032 8.5291 -474.85
## + eFGD.         1  0.028703 8.5334 -474.76
## + AvgHgt        1  0.019390 8.5428 -474.58
## + FTRate        1  0.016955 8.5452 -474.54
## + Exp           1  0.016462 8.5457 -474.53
## + nc_elite_sos  1  0.010756 8.5514 -474.42
## + Astper        1  0.010034 8.5521 -474.40
## + OpORebper     1  0.009463 8.5527 -474.39
## + adj_d         1  0.006362 8.5558 -474.33
## + nc_fut_sos    1  0.003687 8.5585 -474.28
## + nc_cur_sos    1  0.003687 8.5585 -474.28
## + OpAstper      1  0.002652 8.5595 -474.26
## + TOVper        1  0.001879 8.5603 -474.25
## + ov_elite_sos  1  0.001878 8.5603 -474.25
## + adj_d_rk      1  0.001724 8.5604 -474.25
## + adj_o_rk      1  0.001243 8.5609 -474.24
## + adj_t_rk      1  0.001022 8.5611 -474.23
## + EliteSOS      1  0.000667 8.5615 -474.23
## + RawT          1  0.000424 8.5617 -474.22
## + threePRateD   1  0.000135 8.5620 -474.22
## + adj_t         1  0.000053 8.5621 -474.21
## + threePperD    1  0.000027 8.5621 -474.21
## + ov_fut_sos    1  0.000012 8.5621 -474.21
## + ov_cur_sos    1  0.000012 8.5621 -474.21
## + Blkedper      1  0.000008 8.5621 -474.21
## + Adj.T         1  0.000005 8.5621 -474.21
## 
## Step:  AIC=-478.58
## conf_winner ~ wab + barthag_rk + Orebper + adj_o
## 
##                Df Sum of Sq    RSS     AIC
## + adj_d         1   0.71722 7.6200 -491.33
## + PPPDef        1   0.59449 7.7428 -488.71
## + adj_d_rk      1   0.28313 8.0541 -482.24
## + adj_o_rk      1   0.20272 8.1345 -480.61
## + TOVperD       1   0.17018 8.1671 -479.96
## + Talent        1   0.16120 8.1761 -479.78
## + FTRateD       1   0.14442 8.1928 -479.44
## + Blkper        1   0.12794 8.2093 -479.11
## <none>                      8.3373 -478.58
## + Op.Ftper      1   0.07552 8.2617 -478.07
## + EffHgt        1   0.04862 8.2886 -477.54
## + TOVper        1   0.02643 8.3108 -477.10
## + threePperD    1   0.02601 8.3113 -477.09
## + twoPper       1   0.02206 8.3152 -477.01
## + AvgHgt        1   0.02037 8.3169 -476.98
## + OpORebper     1   0.02023 8.3170 -476.98
## + FTRate        1   0.01677 8.3205 -476.91
## + threePper     1   0.01648 8.3208 -476.90
## + PPPOff        1   0.01526 8.3220 -476.88
## + Exp           1   0.01286 8.3244 -476.83
## + barthag       1   0.00994 8.3273 -476.77
## + Ftper         1   0.00918 8.3281 -476.76
## + eFGD.         1   0.00834 8.3289 -476.74
## + threePRate    1   0.00468 8.3326 -476.67
## + nc_elite_sos  1   0.00402 8.3332 -476.66
## + adj_t         1   0.00381 8.3335 -476.65
## + nc_fut_sos    1   0.00366 8.3336 -476.65
## + nc_cur_sos    1   0.00366 8.3336 -476.65
## + ov_fut_sos    1   0.00285 8.3344 -476.63
## + ov_cur_sos    1   0.00285 8.3344 -476.63
## + Adj.T         1   0.00262 8.3346 -476.63
## + EliteSOS      1   0.00178 8.3355 -476.61
## + OpAstper      1   0.00175 8.3355 -476.61
## + Astper        1   0.00137 8.3359 -476.60
## + RawT          1   0.00123 8.3360 -476.60
## + Blkedper      1   0.00091 8.3364 -476.60
## + adj_t_rk      1   0.00065 8.3366 -476.59
## + eFG           1   0.00060 8.3367 -476.59
## + threePRateD   1   0.00058 8.3367 -476.59
## + ov_elite_sos  1   0.00033 8.3369 -476.58
## + twoPperD      1   0.00023 8.3370 -476.58
## 
## Step:  AIC=-491.33
## conf_winner ~ wab + barthag_rk + Orebper + adj_o + adj_d
## 
##                Df Sum of Sq    RSS     AIC
## + Op.Ftper      1  0.106550 7.5135 -491.64
## <none>                      7.6200 -491.33
## + Talent        1  0.087609 7.5324 -491.23
## + barthag       1  0.075042 7.5450 -490.95
## + FTRateD       1  0.072074 7.5480 -490.89
## + Blkper        1  0.071145 7.5489 -490.87
## + EffHgt        1  0.069389 7.5507 -490.83
## + PPPDef        1  0.057375 7.5627 -490.57
## + TOVper        1  0.053845 7.5662 -490.49
## + twoPper       1  0.045643 7.5744 -490.32
## + twoPperD      1  0.041116 7.5789 -490.22
## + threePRate    1  0.040439 7.5796 -490.20
## + TOVperD       1  0.036875 7.5832 -490.13
## + FTRate        1  0.036849 7.5832 -490.12
## + Ftper         1  0.030348 7.5897 -489.98
## + adj_o_rk      1  0.028730 7.5913 -489.95
## + eFGD.         1  0.028478 7.5916 -489.94
## + Exp           1  0.023486 7.5966 -489.84
## + threePRateD   1  0.020152 7.5999 -489.76
## + AvgHgt        1  0.012876 7.6072 -489.61
## + threePper     1  0.011954 7.6081 -489.59
## + ov_elite_sos  1  0.011205 7.6088 -489.57
## + eFG           1  0.009935 7.6101 -489.54
## + OpORebper     1  0.009162 7.6109 -489.53
## + RawT          1  0.005847 7.6142 -489.46
## + Blkedper      1  0.005536 7.6145 -489.45
## + adj_d_rk      1  0.004105 7.6159 -489.42
## + EliteSOS      1  0.003617 7.6164 -489.41
## + OpAstper      1  0.002664 7.6174 -489.39
## + Astper        1  0.001810 7.6182 -489.37
## + Adj.T         1  0.001596 7.6185 -489.36
## + ov_fut_sos    1  0.001242 7.6188 -489.36
## + ov_cur_sos    1  0.001242 7.6188 -489.36
## + PPPOff        1  0.001084 7.6190 -489.35
## + adj_t         1  0.000896 7.6192 -489.35
## + threePperD    1  0.000781 7.6193 -489.35
## + adj_t_rk      1  0.000515 7.6195 -489.34
## + nc_elite_sos  1  0.000132 7.6199 -489.33
## + nc_fut_sos    1  0.000010 7.6200 -489.33
## + nc_cur_sos    1  0.000010 7.6200 -489.33
## 
## Step:  AIC=-491.64
## conf_winner ~ wab + barthag_rk + Orebper + adj_o + adj_d + Op.Ftper
## 
##                Df Sum of Sq    RSS     AIC
## <none>                      7.5135 -491.64
## + PPPDef        1  0.081090 7.4324 -491.42
## + Talent        1  0.079765 7.4337 -491.39
## + FTRateD       1  0.076093 7.4374 -491.31
## + Blkper        1  0.063697 7.4498 -491.04
## + barthag       1  0.062182 7.4513 -491.00
## + EffHgt        1  0.059402 7.4541 -490.94
## + TOVper        1  0.051482 7.4620 -490.77
## + FTRate        1  0.041469 7.4720 -490.55
## + TOVperD       1  0.040233 7.4733 -490.52
## + threePRate    1  0.040060 7.4734 -490.52
## + twoPperD      1  0.035910 7.4776 -490.42
## + adj_o_rk      1  0.033980 7.4795 -490.38
## + Exp           1  0.033358 7.4801 -490.37
## + twoPper       1  0.030282 7.4832 -490.30
## + eFGD.         1  0.018693 7.4948 -490.05
## + Ftper         1  0.018255 7.4952 -490.04
## + Blkedper      1  0.014673 7.4988 -489.96
## + AvgHgt        1  0.012655 7.5008 -489.92
## + threePRateD   1  0.008365 7.5051 -489.82
## + ov_elite_sos  1  0.007631 7.5059 -489.81
## + threePper     1  0.007373 7.5061 -489.80
## + eFG           1  0.006717 7.5068 -489.79
## + RawT          1  0.006214 7.5073 -489.77
## + PPPOff        1  0.004055 7.5094 -489.73
## + OpAstper      1  0.003716 7.5098 -489.72
## + threePperD    1  0.003148 7.5103 -489.71
## + EliteSOS      1  0.003116 7.5104 -489.71
## + adj_d_rk      1  0.002867 7.5106 -489.70
## + Astper        1  0.002408 7.5111 -489.69
## + ov_fut_sos    1  0.002224 7.5113 -489.69
## + ov_cur_sos    1  0.002224 7.5113 -489.69
## + Adj.T         1  0.001923 7.5116 -489.68
## + nc_elite_sos  1  0.001908 7.5116 -489.68
## + adj_t         1  0.001415 7.5121 -489.67
## + nc_fut_sos    1  0.000544 7.5130 -489.65
## + nc_cur_sos    1  0.000544 7.5130 -489.65
## + OpORebper     1  0.000003 7.5135 -489.64
## + adj_t_rk      1  0.000000 7.5135 -489.64
#accuracy
B10.lm.forward.pred <- predict(B10.lm.forward, B10_valid.df, na.action = na.pass)
accuracy(B10.lm.forward.pred, B10_valid.df$conf_winner)
##                  ME     RMSE       MAE MPE MAPE
## Test set 0.01186945 0.245356 0.1461653 NaN  Inf

Stepwise Selection

B10.lm.stepwise <- step(B10.lm, direction = 'both')
## Start:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Exp           1 0.0000000055303  84
## - Orebper       1 0.0000000055323  84
## - twoPper       1 0.0000000055336  84
## - TOVper        1 0.0000000055354  84
## - threePper     1 0.0000000055398  84
## - OpAstper      1 0.0000000055400  84
## - nc_elite_sos  1 0.0000000055419  84
## - eFG           1 0.0000000055437  84
## - PPPOff        1 0.0000000055515  84
## - Blkper        1 0.0000000055562  84
## - eFGD.         1 0.0000000055681  84
## - nc_fut_sos    1 0.0000000055861  84
## - twoPperD      1 0.0000000055895  84
## - adj_o_rk      1 0.0000000056105  84
## - threePperD    1 0.0000000056133  84
## - ov_elite_sos  1 0.0000000056250  84
## - adj_t_rk      1 0.0000000056306  84
## - OpORebper     1 0.0000000056345  84
## - ov_fut_sos    1 0.0000000056378  84
## - EliteSOS      1 0.0000000056397  84
## - FTRate        1 0.0000000056407  84
## - PPPDef        1 0.0000000056465  84
## - Blkedper      1 0.0000000056493  84
## - Adj.T         1 0.0000000056849  84
## - adj_t         1 0.0000000057018  84
## - Ftper         1 0.0000000057112  84
## - Op.Ftper      1 0.0000000057308  84
## - adj_d         1 0.0000000057596  84
## - TOVperD       1 0.0000000057603  84
## - Astper        1 0.0000000057666  84
## - adj_o         1 0.0000000057766  84
## - threePRateD   1 0.0000000057991  84
## - adj_d_rk      1 0.0000000058046  84
## - threePRate    1 0.0000000058169  84
## - FTRateD       1 0.0000000058172  84
## - barthag_rk    1 0.0000000059718  84
## - AvgHgt        1 0.0000000059934  84
## - wab           1 0.0000000060370  84
## - RawT          1 0.0000000062435  84
## - EffHgt        1 0.0000000063483  84
## - barthag       1 0.0000000063792  84
## - Talent        1 0.0000000068937  84
## <none>            0.0000000055305  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Orebper       1 0.0000000055350  82
## - OpAstper      1 0.0000000055389  82
## - TOVper        1 0.0000000055408  82
## - nc_elite_sos  1 0.0000000055439  82
## - twoPper       1 0.0000000055466  82
## - Blkper        1 0.0000000055529  82
## - eFGD.         1 0.0000000055636  82
## - threePper     1 0.0000000055655  82
## - eFG           1 0.0000000055656  82
## - PPPOff        1 0.0000000055681  82
## - twoPperD      1 0.0000000055819  82
## - nc_fut_sos    1 0.0000000055826  82
## - threePperD    1 0.0000000056019  82
## - adj_o_rk      1 0.0000000056124  82
## - ov_fut_sos    1 0.0000000056263  82
## - ov_elite_sos  1 0.0000000056265  82
## - EliteSOS      1 0.0000000056427  82
## - FTRate        1 0.0000000056548  82
## - OpORebper     1 0.0000000056657  82
## - Adj.T         1 0.0000000056855  82
## - adj_t_rk      1 0.0000000056883  82
## - PPPDef        1 0.0000000056967  82
## - Ftper         1 0.0000000057042  82
## - Blkedper      1 0.0000000057160  82
## - adj_t         1 0.0000000057433  82
## - adj_d         1 0.0000000057671  82
## - Op.Ftper      1 0.0000000057795  82
## - adj_o         1 0.0000000057838  82
## - Astper        1 0.0000000057896  82
## - adj_d_rk      1 0.0000000058187  82
## - threePRateD   1 0.0000000058212  82
## - threePRate    1 0.0000000058789  82
## - TOVperD       1 0.0000000058886  82
## - barthag_rk    1 0.0000000059719  82
## - FTRateD       1 0.0000000059778  82
## - AvgHgt        1 0.0000000060237  82
## - wab           1 0.0000000060760  82
## - EffHgt        1 0.0000000063478  82
## - barthag       1 0.0000000063813  82
## - RawT          1 0.0000000064590  82
## - Talent        1 0.0000000069051  82
## <none>            0.0000000055303  84
## + Exp           1 0.0000000055305  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Talent + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - OpAstper      1 0.0000000055441  80
## - twoPper       1 0.0000000055486  80
## - eFGD.         1 0.0000000055526  80
## - nc_elite_sos  1 0.0000000055615  80
## - threePper     1 0.0000000055635  80
## - Blkper        1 0.0000000055729  80
## - twoPperD      1 0.0000000055752  80
## - nc_fut_sos    1 0.0000000055867  80
## - threePperD    1 0.0000000055973  80
## - adj_o_rk      1 0.0000000056084  80
## - ov_fut_sos    1 0.0000000056340  80
## - EliteSOS      1 0.0000000056711  80
## - OpORebper     1 0.0000000056775  80
## - adj_t_rk      1 0.0000000056824  80
## - FTRate        1 0.0000000056854  80
## - ov_elite_sos  1 0.0000000057005  80
## - PPPDef        1 0.0000000057035  80
## - eFG           1 0.0000000057215  80
## - Blkedper      1 0.0000000057223  80
## - adj_d         1 0.0000000057490  80
## - Adj.T         1 0.0000000057751  80
## - adj_t         1 0.0000000057777  80
## - Op.Ftper      1 0.0000000057920  80
## - adj_o         1 0.0000000058008  80
## - Astper        1 0.0000000058171  80
## - adj_d_rk      1 0.0000000058210  80
## - Ftper         1 0.0000000058321  80
## - threePRateD   1 0.0000000058495  80
## - TOVperD       1 0.0000000058885  80
## - threePRate    1 0.0000000059298  80
## - FTRateD       1 0.0000000059893  80
## - barthag_rk    1 0.0000000059924  80
## - AvgHgt        1 0.0000000060201  80
## - wab           1 0.0000000060512  80
## - PPPOff        1 0.0000000063428  80
## - barthag       1 0.0000000064019  80
## - EffHgt        1 0.0000000064330  80
## - RawT          1 0.0000000064922  80
## - Talent        1 0.0000000069380  80
## - TOVper        1 0.0000000071739  80
## <none>            0.0000000055350  82
## + Orebper       1 0.0000000055303  84
## + Exp           1 0.0000000055323  84
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + Blkedper + Astper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - eFGD.         1 0.0000000055662  78
## - twoPper       1 0.0000000055671  78
## - Blkper        1 0.0000000055707  78
## - threePper     1 0.0000000055756  78
## - nc_elite_sos  1 0.0000000055851  78
## - nc_fut_sos    1 0.0000000055983  78
## - twoPperD      1 0.0000000056092  78
## - adj_o_rk      1 0.0000000056266  78
## - threePperD    1 0.0000000056491  78
## - ov_fut_sos    1 0.0000000056579  78
## - OpORebper     1 0.0000000056865  78
## - EliteSOS      1 0.0000000056951  78
## - adj_t_rk      1 0.0000000057049  78
## - PPPDef        1 0.0000000057115  78
## - ov_elite_sos  1 0.0000000057338  78
## - FTRate        1 0.0000000057351  78
## - Blkedper      1 0.0000000057410  78
## - Adj.T         1 0.0000000057836  78
## - adj_d         1 0.0000000057924  78
## - Op.Ftper      1 0.0000000058018  78
## - eFG           1 0.0000000058088  78
## - adj_t         1 0.0000000058324  78
## - Ftper         1 0.0000000058806  78
## - adj_o         1 0.0000000058840  78
## - adj_d_rk      1 0.0000000058938  78
## - TOVperD       1 0.0000000059009  78
## - threePRateD   1 0.0000000059977  78
## - FTRateD       1 0.0000000060132  78
## - Astper        1 0.0000000060222  78
## - AvgHgt        1 0.0000000060226  78
## - barthag_rk    1 0.0000000060312  78
## - wab           1 0.0000000060655  78
## - threePRate    1 0.0000000060985  78
## - PPPOff        1 0.0000000064380  78
## - barthag       1 0.0000000064892  78
## - RawT          1 0.0000000066021  78
## - EffHgt        1 0.0000000067044  78
## - Talent        1 0.0000000069829  78
## - TOVper        1 0.0000000072221  78
## <none>            0.0000000055441  80
## + OpAstper      1 0.0000000055350  82
## + Orebper       1 0.0000000055389  82
## + Exp           1 0.0000000055453  82
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + FTRate + FTRateD + TOVper + 
##     TOVperD + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + Astper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - twoPper       1 0.0000000055772  76
## - threePper     1 0.0000000055853  76
## - nc_fut_sos    1 0.0000000056249  76
## - adj_o_rk      1 0.0000000056372  76
## - Blkper        1 0.0000000056399  76
## - nc_elite_sos  1 0.0000000056547  76
## - ov_fut_sos    1 0.0000000056918  76
## - EliteSOS      1 0.0000000057478  76
## - FTRate        1 0.0000000057478  76
## - ov_elite_sos  1 0.0000000057479  76
## - twoPperD      1 0.0000000057486  76
## - Blkedper      1 0.0000000057509  76
## - adj_t_rk      1 0.0000000057560  76
## - Adj.T         1 0.0000000057854  76
## - eFG           1 0.0000000058273  76
## - adj_t         1 0.0000000058456  76
## - threePperD    1 0.0000000058677  76
## - PPPDef        1 0.0000000059089  76
## - adj_d         1 0.0000000059148  76
## - adj_o         1 0.0000000059163  76
## - OpORebper     1 0.0000000059201  76
## - adj_d_rk      1 0.0000000059344  76
## - Ftper         1 0.0000000059688  76
## - Op.Ftper      1 0.0000000060148  76
## - threePRateD   1 0.0000000060253  76
## - barthag_rk    1 0.0000000060327  76
## - AvgHgt        1 0.0000000060329  76
## - Astper        1 0.0000000060638  76
## - wab           1 0.0000000062125  76
## - TOVperD       1 0.0000000062500  76
## - threePRate    1 0.0000000062741  76
## - FTRateD       1 0.0000000063330  76
## - PPPOff        1 0.0000000064459  76
## - barthag       1 0.0000000065919  76
## - RawT          1 0.0000000066959  76
## - EffHgt        1 0.0000000067172  76
## - Talent        1 0.0000000070073  76
## - TOVper        1 0.0000000073829  76
## <none>            0.0000000055662  78
## + eFGD.         1 0.0000000055441  80
## + OpAstper      1 0.0000000055526  80
## + Exp           1 0.0000000055673  80
## + Orebper       1 0.0000000055751  80
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + FTRate + FTRateD + TOVper + 
##     TOVperD + OpORebper + RawT + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + threePRate + threePRateD + Adj.T + 
##     AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePper     1 0.0000000055964  74
## - Blkper        1 0.0000000056562  74
## - nc_elite_sos  1 0.0000000056566  74
## - adj_o_rk      1 0.0000000056599  74
## - nc_fut_sos    1 0.0000000056664  74
## - ov_fut_sos    1 0.0000000057089  74
## - twoPperD      1 0.0000000057553  74
## - FTRate        1 0.0000000057561  74
## - adj_t_rk      1 0.0000000057594  74
## - ov_elite_sos  1 0.0000000057701  74
## - Blkedper      1 0.0000000057843  74
## - EliteSOS      1 0.0000000057912  74
## - Adj.T         1 0.0000000058002  74
## - threePperD    1 0.0000000058711  74
## - adj_t         1 0.0000000058755  74
## - adj_d         1 0.0000000059226  74
## - OpORebper     1 0.0000000059307  74
## - PPPDef        1 0.0000000059409  74
## - adj_d_rk      1 0.0000000059516  74
## - adj_o         1 0.0000000059611  74
## - Ftper         1 0.0000000060131  74
## - Op.Ftper      1 0.0000000060177  74
## - threePRateD   1 0.0000000060451  74
## - barthag_rk    1 0.0000000060639  74
## - AvgHgt        1 0.0000000061233  74
## - Astper        1 0.0000000061786  74
## - wab           1 0.0000000062273  74
## - threePRate    1 0.0000000062533  74
## - TOVperD       1 0.0000000062537  74
## - FTRateD       1 0.0000000063918  74
## - PPPOff        1 0.0000000064837  74
## - barthag       1 0.0000000066240  74
## - RawT          1 0.0000000067000  74
## - EffHgt        1 0.0000000067204  74
## - Talent        1 0.0000000071717  74
## - TOVper        1 0.0000000073866  74
## - eFG           1 0.0000000074510  74
## <none>            0.0000000055772  76
## + OpAstper      1 0.0000000055579  78
## + twoPper       1 0.0000000055662  78
## + eFGD.         1 0.0000000055671  78
## + Exp           1 0.0000000055707  78
## + Orebper       1 0.0000000055920  78
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + FTRate + FTRateD + TOVper + 
##     TOVperD + OpORebper + RawT + twoPperD + threePperD + Blkper + 
##     Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_o_rk      1 0.0000000056589  72
## - nc_fut_sos    1 0.0000000056655  72
## - Blkper        1 0.0000000056818  72
## - nc_elite_sos  1 0.0000000057203  72
## - ov_fut_sos    1 0.0000000057368  72
## - adj_t_rk      1 0.0000000057588  72
## - FTRate        1 0.0000000057729  72
## - ov_elite_sos  1 0.0000000057764  72
## - Blkedper      1 0.0000000057850  72
## - EliteSOS      1 0.0000000058036  72
## - twoPperD      1 0.0000000058390  72
## - adj_t         1 0.0000000058822  72
## - Adj.T         1 0.0000000058888  72
## - adj_d         1 0.0000000059432  72
## - adj_d_rk      1 0.0000000059527  72
## - threePperD    1 0.0000000059595  72
## - adj_o         1 0.0000000059631  72
## - OpORebper     1 0.0000000059641  72
## - PPPDef        1 0.0000000060015  72
## - Ftper         1 0.0000000060218  72
## - Op.Ftper      1 0.0000000060485  72
## - AvgHgt        1 0.0000000061136  72
## - threePRateD   1 0.0000000061314  72
## - barthag_rk    1 0.0000000061945  72
## - Astper        1 0.0000000062256  72
## - TOVperD       1 0.0000000062599  72
## - threePRate    1 0.0000000062672  72
## - wab           1 0.0000000064269  72
## - FTRateD       1 0.0000000064861  72
## - PPPOff        1 0.0000000065120  72
## - barthag       1 0.0000000067867  72
## - RawT          1 0.0000000067921  72
## - EffHgt        1 0.0000000068525  72
## - Talent        1 0.0000000071823  72
## - TOVper        1 0.0000000074295  72
## - eFG           1 0.0000000076030  72
## <none>            0.0000000055964  74
## + Exp           1 0.0000000055770  76
## + threePper     1 0.0000000055772  76
## + eFGD.         1 0.0000000055804  76
## + twoPper       1 0.0000000055853  76
## + OpAstper      1 0.0000000055978  76
## + Orebper       1 0.0000000056173  76
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     ov_fut_sos + eFG + FTRate + FTRateD + TOVper + TOVperD + 
##     OpORebper + RawT + twoPperD + threePperD + Blkper + Blkedper + 
##     Astper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_elite_sos  1 0.0000000057471  70
## - Blkper        1 0.0000000057656  70
## - adj_t_rk      1 0.0000000057808  70
## - nc_fut_sos    1 0.0000000057874  70
## - Blkedper      1 0.0000000058158  70
## - FTRate        1 0.0000000058703  70
## - adj_t         1 0.0000000058909  70
## - ov_elite_sos  1 0.0000000058942  70
## - ov_fut_sos    1 0.0000000059001  70
## - twoPperD      1 0.0000000059218  70
## - adj_o         1 0.0000000059913  70
## - adj_d_rk      1 0.0000000059987  70
## - Adj.T         1 0.0000000060027  70
## - EliteSOS      1 0.0000000060053  70
## - threePperD    1 0.0000000060187  70
## - adj_d         1 0.0000000060257  70
## - Ftper         1 0.0000000060676  70
## - PPPDef        1 0.0000000061030  70
## - OpORebper     1 0.0000000061145  70
## - AvgHgt        1 0.0000000061458  70
## - threePRateD   1 0.0000000061936  70
## - Astper        1 0.0000000062398  70
## - Op.Ftper      1 0.0000000062412  70
## - barthag_rk    1 0.0000000062618  70
## - threePRate    1 0.0000000064233  70
## - TOVperD       1 0.0000000064248  70
## - wab           1 0.0000000065426  70
## - PPPOff        1 0.0000000066219  70
## - barthag       1 0.0000000068516  70
## - RawT          1 0.0000000068529  70
## - EffHgt        1 0.0000000068738  70
## - FTRateD       1 0.0000000072232  70
## - Talent        1 0.0000000074161  70
## - TOVper        1 0.0000000075519  70
## - eFG           1 0.0000000076169  70
## <none>            0.0000000056589  72
## + adj_o_rk      1 0.0000000055964  74
## + OpAstper      1 0.0000000056262  74
## + Exp           1 0.0000000056523  74
## + twoPper       1 0.0000000056541  74
## + eFGD.         1 0.0000000056553  74
## + threePper     1 0.0000000056599  74
## + Orebper       1 0.0000000056787  74
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=70
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos + 
##     eFG + FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPperD + threePperD + Blkper + Blkedper + Astper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Blkper        1 0.0000000058181  68
## - adj_t_rk      1 0.0000000058872  68
## - ov_elite_sos  1 0.0000000059340  68
## - FTRate        1 0.0000000059892  68
## - adj_o         1 0.0000000059919  68
## - Adj.T         1 0.0000000059985  68
## - Blkedper      1 0.0000000060509  68
## - adj_t         1 0.0000000060627  68
## - ov_fut_sos    1 0.0000000061009  68
## - twoPperD      1 0.0000000061078  68
## - EliteSOS      1 0.0000000061346  68
## - Ftper         1 0.0000000061457  68
## - adj_d         1 0.0000000061651  68
## - nc_fut_sos    1 0.0000000061702  68
## - AvgHgt        1 0.0000000061762  68
## - adj_d_rk      1 0.0000000061898  68
## - threePperD    1 0.0000000061965  68
## - threePRateD   1 0.0000000062059  68
## - barthag_rk    1 0.0000000062584  68
## - Op.Ftper      1 0.0000000062743  68
## - OpORebper     1 0.0000000062927  68
## - PPPDef        1 0.0000000063345  68
## - Astper        1 0.0000000064722  68
## - threePRate    1 0.0000000065621  68
## - PPPOff        1 0.0000000066233  68
## - TOVperD       1 0.0000000066671  68
## - wab           1 0.0000000067137  68
## - EffHgt        1 0.0000000068765  68
## - barthag       1 0.0000000068787  68
## - RawT          1 0.0000000069824  68
## - FTRateD       1 0.0000000074357  68
## - TOVper        1 0.0000000075468  68
## - eFG           1 0.0000000080078  68
## - Talent        1 0.0000000082332  68
## <none>            0.0000000057471  70
## + nc_elite_sos  1 0.0000000056589  72
## + OpAstper      1 0.0000000056976  72
## + adj_o_rk      1 0.0000000057203  72
## + Exp           1 0.0000000057241  72
## + threePper     1 0.0000000057267  72
## + eFGD.         1 0.0000000057285  72
## + twoPper       1 0.0000000057339  72
## + Orebper       1 0.0000000057661  72
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=68
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos + 
##     eFG + FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPperD + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_elite_sos  1 0.0000000060101  66
## - FTRate        1 0.0000000060134  66
## - Adj.T         1 0.0000000060195  66
## - adj_t_rk      1 0.0000000060315  66
## - adj_o         1 0.0000000060378  66
## - adj_t         1 0.0000000060907  66
## - Blkedper      1 0.0000000060924  66
## - ov_fut_sos    1 0.0000000061199  66
## - twoPperD      1 0.0000000061295  66
## - EliteSOS      1 0.0000000061638  66
## - Ftper         1 0.0000000061923  66
## - adj_d         1 0.0000000062039  66
## - nc_fut_sos    1 0.0000000062103  66
## - threePRateD   1 0.0000000062422  66
## - threePperD    1 0.0000000062622  66
## - Op.Ftper      1 0.0000000063167  66
## - OpORebper     1 0.0000000063665  66
## - PPPDef        1 0.0000000063914  66
## - AvgHgt        1 0.0000000064220  66
## - adj_d_rk      1 0.0000000064226  66
## - Astper        1 0.0000000065158  66
## - barthag_rk    1 0.0000000065660  66
## - TOVperD       1 0.0000000067475  66
## - wab           1 0.0000000067844  66
## - threePRate    1 0.0000000068156  66
## - PPPOff        1 0.0000000068774  66
## - RawT          1 0.0000000070048  66
## - EffHgt        1 0.0000000071369  66
## - barthag       1 0.0000000072281  66
## - FTRateD       1 0.0000000076514  66
## - TOVper        1 0.0000000077430  66
## - eFG           1 0.0000000082422  66
## - Talent        1 0.0000000082553  66
## <none>            0.0000000058181  68
## + Blkper        1 0.0000000057471  70
## + nc_elite_sos  1 0.0000000057656  70
## + eFGD.         1 0.0000000057676  70
## + adj_o_rk      1 0.0000000057789  70
## + OpAstper      1 0.0000000057794  70
## + Exp           1 0.0000000058008  70
## + threePper     1 0.0000000058175  70
## + twoPper       1 0.0000000058189  70
## + Orebper       1 0.0000000058191  70
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=66
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_fut_sos + ov_fut_sos + eFG + 
##     FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPperD + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Adj.T         1 0.0000000060501  64
## - ov_fut_sos    1 0.0000000061268  64
## - FTRate        1 0.0000000061473  64
## - adj_o         1 0.0000000061958  64
## - EliteSOS      1 0.0000000062123  64
## - nc_fut_sos    1 0.0000000062289  64
## - adj_d         1 0.0000000062360  64
## - twoPperD      1 0.0000000062916  64
## - adj_t         1 0.0000000063240  64
## - Ftper         1 0.0000000063279  64
## - threePperD    1 0.0000000063881  64
## - OpORebper     1 0.0000000064735  64
## - Op.Ftper      1 0.0000000064785  64
## - Blkedper      1 0.0000000064828  64
## - adj_t_rk      1 0.0000000065215  64
## - PPPDef        1 0.0000000065264  64
## - threePRateD   1 0.0000000066001  64
## - AvgHgt        1 0.0000000066619  64
## - barthag_rk    1 0.0000000066680  64
## - adj_d_rk      1 0.0000000067589  64
## - TOVperD       1 0.0000000068234  64
## - Astper        1 0.0000000068701  64
## - threePRate    1 0.0000000068831  64
## - wab           1 0.0000000068835  64
## - PPPOff        1 0.0000000070647  64
## - EffHgt        1 0.0000000071559  64
## - RawT          1 0.0000000071564  64
## - barthag       1 0.0000000072645  64
## - FTRateD       1 0.0000000076863  64
## - TOVper        1 0.0000000082348  64
## - Talent        1 0.0000000084680  64
## - eFG           1 0.0000000085626  64
## <none>            0.0000000060101  66
## + ov_elite_sos  1 0.0000000058181  68
## + Blkper        1 0.0000000059340  68
## + Orebper       1 0.0000000059659  68
## + eFGD.         1 0.0000000059784  68
## + nc_elite_sos  1 0.0000000059829  68
## + Exp           1 0.0000000059847  68
## + adj_o_rk      1 0.0000000059891  68
## + OpAstper      1 0.0000000059966  68
## + threePper     1 0.0000000060041  68
## + twoPper       1 0.0000000060080  68
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=64
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_fut_sos + ov_fut_sos + eFG + 
##     FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPperD + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_fut_sos    1 0.0000000061096  62
## - EliteSOS      1 0.0000000061969  62
## - nc_fut_sos    1 0.0000000062157  62
## - FTRate        1 0.0000000062262  62
## - adj_d         1 0.0000000063068  62
## - adj_o         1 0.0000000063125  62
## - Ftper         1 0.0000000063494  62
## - twoPperD      1 0.0000000064108  62
## - adj_t         1 0.0000000064711  62
## - threePperD    1 0.0000000065275  62
## - Blkedper      1 0.0000000065601  62
## - Op.Ftper      1 0.0000000065817  62
## - OpORebper     1 0.0000000065882  62
## - PPPDef        1 0.0000000066172  62
## - adj_t_rk      1 0.0000000067107  62
## - AvgHgt        1 0.0000000067316  62
## - barthag_rk    1 0.0000000067619  62
## - adj_d_rk      1 0.0000000067874  62
## - threePRateD   1 0.0000000069284  62
## - Astper        1 0.0000000070000  62
## - wab           1 0.0000000070269  62
## - threePRate    1 0.0000000070446  62
## - TOVperD       1 0.0000000071026  62
## - PPPOff        1 0.0000000071031  62
## - RawT          1 0.0000000072341  62
## - EffHgt        1 0.0000000072847  62
## - barthag       1 0.0000000075497  62
## - FTRateD       1 0.0000000079491  62
## - TOVper        1 0.0000000085000  62
## - eFG           1 0.0000000085971  62
## - Talent        1 0.0000000094395  62
## <none>            0.0000000060501  64
## + Adj.T         1 0.0000000060101  66
## + ov_elite_sos  1 0.0000000060195  66
## + adj_o_rk      1 0.0000000060217  66
## + Blkper        1 0.0000000060237  66
## + threePper     1 0.0000000060376  66
## + OpAstper      1 0.0000000060395  66
## + twoPper       1 0.0000000060419  66
## + eFGD.         1 0.0000000060445  66
## + Orebper       1 0.0000000060472  66
## + Exp           1 0.0000000060498  66
## + nc_elite_sos  1 0.0000000060512  66
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=62
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_fut_sos + eFG + FTRate + FTRateD + 
##     TOVper + TOVperD + OpORebper + RawT + twoPperD + threePperD + 
##     Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - FTRate        1 0.0000000062297  60
## - nc_fut_sos    1 0.0000000062305  60
## - EliteSOS      1 0.0000000062450  60
## - adj_d         1 0.0000000063098  60
## - adj_o         1 0.0000000063211  60
## - Ftper         1 0.0000000063516  60
## - twoPperD      1 0.0000000064409  60
## - Blkedper      1 0.0000000065684  60
## - adj_t         1 0.0000000065919  60
## - threePperD    1 0.0000000065922  60
## - PPPDef        1 0.0000000066525  60
## - OpORebper     1 0.0000000066635  60
## - Op.Ftper      1 0.0000000067777  60
## - adj_d_rk      1 0.0000000068746  60
## - Astper        1 0.0000000070025  60
## - threePRate    1 0.0000000070474  60
## - adj_t_rk      1 0.0000000070611  60
## - barthag_rk    1 0.0000000070932  60
## - threePRateD   1 0.0000000071133  60
## - TOVperD       1 0.0000000072275  60
## - AvgHgt        1 0.0000000073242  60
## - PPPOff        1 0.0000000075847  60
## - RawT          1 0.0000000076651  60
## - FTRateD       1 0.0000000079760  60
## - wab           1 0.0000000080885  60
## - barthag       1 0.0000000081293  60
## - EffHgt        1 0.0000000085456  60
## - eFG           1 0.0000000086387  60
## - TOVper        1 0.0000000088748  60
## - Talent        1 0.0000000094601  60
## <none>            0.0000000061096  62
## + ov_fut_sos    1 0.0000000060501  64
## + ov_cur_sos    1 0.0000000060501  64
## + adj_o_rk      1 0.0000000060691  64
## + threePper     1 0.0000000060719  64
## + twoPper       1 0.0000000060806  64
## + nc_elite_sos  1 0.0000000060868  64
## + Blkper        1 0.0000000060883  64
## + ov_elite_sos  1 0.0000000060973  64
## + OpAstper      1 0.0000000060980  64
## + eFGD.         1 0.0000000061065  64
## + Exp           1 0.0000000061118  64
## + Orebper       1 0.0000000061138  64
## + Adj.T         1 0.0000000061268  64
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=60
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_fut_sos + eFG + FTRateD + TOVper + 
##     TOVperD + OpORebper + RawT + twoPperD + threePperD + Blkedper + 
##     Astper + threePRate + threePRateD + AvgHgt + EffHgt + Talent + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_d         1 0.0000000063097  58
## - nc_fut_sos    1 0.0000000063571  58
## - EliteSOS      1 0.0000000063577  58
## - adj_o         1 0.0000000063627  58
## - Ftper         1 0.0000000065033  58
## - twoPperD      1 0.0000000067558  58
## - adj_d_rk      1 0.0000000068746  58
## - Op.Ftper      1 0.0000000068756  58
## - PPPDef        1 0.0000000068932  58
## - threePperD    1 0.0000000068984  58
## - OpORebper     1 0.0000000069277  58
## - adj_t         1 0.0000000069457  58
## - Blkedper      1 0.0000000069947  58
## - threePRate    1 0.0000000070393  58
## - Astper        1 0.0000000070888  58
## - barthag_rk    1 0.0000000073280  58
## - adj_t_rk      1 0.0000000074393  58
## - TOVperD       1 0.0000000075604  58
## - threePRateD   1 0.0000000078570  58
## - AvgHgt        1 0.0000000080353  58
## - FTRateD       1 0.0000000081258  58
## - RawT          1 0.0000000082705  58
## - PPPOff        1 0.0000000086009  58
## - barthag       1 0.0000000086146  58
## - EffHgt        1 0.0000000086194  58
## - Talent        1 0.0000000094978  58
## - wab           1 0.0000000100011  58
## - eFG           1 0.0000000104485  58
## - TOVper        1 0.0000000112854  58
## <none>            0.0000000062297  60
## + FTRate        1 0.0000000061096  62
## + adj_o_rk      1 0.0000000061356  62
## + nc_elite_sos  1 0.0000000061797  62
## + Blkper        1 0.0000000062036  62
## + OpAstper      1 0.0000000062041  62
## + threePper     1 0.0000000062048  62
## + ov_elite_sos  1 0.0000000062119  62
## + twoPper       1 0.0000000062136  62
## + Adj.T         1 0.0000000062184  62
## + eFGD.         1 0.0000000062244  62
## + ov_fut_sos    1 0.0000000062262  62
## + ov_cur_sos    1 0.0000000062262  62
## + Orebper       1 0.0000000062263  62
## + Exp           1 0.0000000062331  62
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=58
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_fut_sos + eFG + FTRateD + TOVper + TOVperD + 
##     OpORebper + RawT + twoPperD + threePperD + Blkedper + Astper + 
##     threePRate + threePRateD + AvgHgt + EffHgt + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_o         1 0.0000000064073  56
## - EliteSOS      1 0.0000000065642  56
## - nc_fut_sos    1 0.0000000065905  56
## - Ftper         1 0.0000000067288  56
## - twoPperD      1 0.0000000069303  56
## - Op.Ftper      1 0.0000000069374  56
## - PPPDef        1 0.0000000069855  56
## - adj_d_rk      1 0.0000000070171  56
## - threePperD    1 0.0000000070387  56
## - OpORebper     1 0.0000000070855  56
## - Astper        1 0.0000000071940  56
## - Blkedper      1 0.0000000073047  56
## - barthag_rk    1 0.0000000073579  56
## - threePRate    1 0.0000000073791  56
## - adj_t         1 0.0000000073991  56
## - adj_t_rk      1 0.0000000076366  56
## - TOVperD       1 0.0000000077539  56
## - threePRateD   1 0.0000000081333  56
## - AvgHgt        1 0.0000000082603  56
## - FTRateD       1 0.0000000083659  56
## - barthag       1 0.0000000086236  56
## - RawT          1 0.0000000086923  56
## - EffHgt        1 0.0000000087401  56
## - PPPOff        1 0.0000000093463  56
## - Talent        1 0.0000000096132  56
## - wab           1 0.0000000102042  56
## - eFG           1 0.0000000107229  56
## - TOVper        1 0.0000000124037  56
## <none>            0.0000000063097  58
## + adj_d         1 0.0000000062297  60
## + Blkper        1 0.0000000062804  60
## + Orebper       1 0.0000000062820  60
## + Adj.T         1 0.0000000062849  60
## + OpAstper      1 0.0000000063000  60
## + adj_o_rk      1 0.0000000063009  60
## + nc_elite_sos  1 0.0000000063048  60
## + ov_elite_sos  1 0.0000000063055  60
## + twoPper       1 0.0000000063064  60
## + ov_fut_sos    1 0.0000000063064  60
## + ov_cur_sos    1 0.0000000063064  60
## + threePper     1 0.0000000063064  60
## + eFGD.         1 0.0000000063073  60
## + Exp           1 0.0000000063097  60
## + FTRate        1 0.0000000063098  60
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=56
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t + adj_t_rk + 
##     wab + nc_fut_sos + eFG + FTRateD + TOVper + TOVperD + OpORebper + 
##     RawT + twoPperD + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_fut_sos    1 0.0000000067829  54
## - EliteSOS      1 0.0000000068991  54
## - Ftper         1 0.0000000069032  54
## - twoPperD      1 0.0000000070254  54
## - threePperD    1 0.0000000070992  54
## - Op.Ftper      1 0.0000000071058  54
## - adj_d_rk      1 0.0000000071152  54
## - PPPDef        1 0.0000000071241  54
## - OpORebper     1 0.0000000072236  54
## - barthag_rk    1 0.0000000073896  54
## - adj_t         1 0.0000000074266  54
## - threePRate    1 0.0000000074269  54
## - Blkedper      1 0.0000000074551  54
## - Astper        1 0.0000000074782  54
## - TOVperD       1 0.0000000077442  54
## - threePRateD   1 0.0000000082157  54
## - adj_t_rk      1 0.0000000085434  54
## - AvgHgt        1 0.0000000085763  54
## - FTRateD       1 0.0000000087664  54
## - RawT          1 0.0000000088731  54
## - barthag       1 0.0000000089169  54
## - EffHgt        1 0.0000000091631  54
## - Talent        1 0.0000000096727  54
## - wab           1 0.0000000104316  54
## - eFG           1 0.0000000112227  54
## - TOVper        1 0.0000000124630  54
## - PPPOff        1 0.0000000161473  54
## <none>            0.0000000064073  56
## + adj_o         1 0.0000000063097  58
## + Adj.T         1 0.0000000063343  58
## + adj_d         1 0.0000000063627  58
## + Orebper       1 0.0000000063742  58
## + Blkper        1 0.0000000063797  58
## + nc_elite_sos  1 0.0000000063843  58
## + ov_fut_sos    1 0.0000000063858  58
## + ov_cur_sos    1 0.0000000063858  58
## + ov_elite_sos  1 0.0000000063891  58
## + adj_o_rk      1 0.0000000063963  58
## + eFGD.         1 0.0000000063987  58
## + FTRate        1 0.0000000064018  58
## + OpAstper      1 0.0000000064027  58
## + Exp           1 0.0000000064027  58
## + twoPper       1 0.0000000064032  58
## + threePper     1 0.0000000064072  58
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=54
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t + adj_t_rk + 
##     wab + eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPperD + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Ftper         1 0.0000000070946  52
## - EliteSOS      1 0.0000000072162  52
## - barthag_rk    1 0.0000000073925  52
## - adj_t         1 0.0000000074756  52
## - adj_d_rk      1 0.0000000074909  52
## - Op.Ftper      1 0.0000000074954  52
## - Blkedper      1 0.0000000075263  52
## - threePRate    1 0.0000000077999  52
## - twoPperD      1 0.0000000078005  52
## - Astper        1 0.0000000078569  52
## - PPPDef        1 0.0000000079561  52
## - threePperD    1 0.0000000080454  52
## - OpORebper     1 0.0000000080716  52
## - adj_t_rk      1 0.0000000086565  52
## - RawT          1 0.0000000088864  52
## - barthag       1 0.0000000089408  52
## - AvgHgt        1 0.0000000090210  52
## - TOVperD       1 0.0000000091122  52
## - EffHgt        1 0.0000000092281  52
## - threePRateD   1 0.0000000095961  52
## - Talent        1 0.0000000098233  52
## - FTRateD       1 0.0000000102989  52
## - wab           1 0.0000000107567  52
## - eFG           1 0.0000000125588  52
## - TOVper        1 0.0000000150896  52
## - PPPOff        1 0.0000000172562  52
## <none>            0.0000000067829  54
## + nc_fut_sos    1 0.0000000064073  56
## + nc_cur_sos    1 0.0000000064073  56
## + ov_fut_sos    1 0.0000000064612  56
## + ov_cur_sos    1 0.0000000064612  56
## + nc_elite_sos  1 0.0000000065351  56
## + eFGD.         1 0.0000000065496  56
## + adj_o         1 0.0000000065905  56
## + adj_d         1 0.0000000066367  56
## + Blkper        1 0.0000000066687  56
## + ov_elite_sos  1 0.0000000066758  56
## + OpAstper      1 0.0000000066880  56
## + Adj.T         1 0.0000000066966  56
## + Exp           1 0.0000000067132  56
## + Orebper       1 0.0000000067409  56
## + adj_o_rk      1 0.0000000067671  56
## + FTRate        1 0.0000000067790  56
## + twoPper       1 0.0000000067883  56
## + threePper     1 0.0000000067890  56
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=52
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t + adj_t_rk + 
##     wab + eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPperD + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_t         1 0.0000000076451  50
## - adj_d_rk      1 0.0000000076631  50
## - barthag_rk    1 0.0000000076718  50
## - Op.Ftper      1 0.0000000076968  50
## - EliteSOS      1 0.0000000077383  50
## - twoPperD      1 0.0000000078522  50
## - Astper        1 0.0000000079059  50
## - PPPDef        1 0.0000000079922  50
## - threePperD    1 0.0000000080953  50
## - Blkedper      1 0.0000000081001  50
## - OpORebper     1 0.0000000081551  50
## - threePRate    1 0.0000000086330  50
## - barthag       1 0.0000000090978  50
## - TOVperD       1 0.0000000091022  50
## - RawT          1 0.0000000091453  50
## - AvgHgt        1 0.0000000091539  50
## - threePRateD   1 0.0000000095395  50
## - EffHgt        1 0.0000000096021  50
## - adj_t_rk      1 0.0000000097281  50
## - Talent        1 0.0000000098552  50
## - FTRateD       1 0.0000000102959  50
## - wab           1 0.0000000118293  50
## - eFG           1 0.0000000144860  50
## - TOVper        1 0.0000000173150  50
## - PPPOff        1 0.0000000220543  50
## <none>            0.0000000070946  52
## + Ftper         1 0.0000000067829  54
## + ov_fut_sos    1 0.0000000067867  54
## + ov_cur_sos    1 0.0000000067867  54
## + Blkper        1 0.0000000068095  54
## + Adj.T         1 0.0000000068684  54
## + nc_fut_sos    1 0.0000000069032  54
## + nc_cur_sos    1 0.0000000069032  54
## + Orebper       1 0.0000000069473  54
## + eFGD.         1 0.0000000069739  54
## + adj_o         1 0.0000000069809  54
## + adj_d         1 0.0000000069907  54
## + nc_elite_sos  1 0.0000000070383  54
## + FTRate        1 0.0000000070628  54
## + ov_elite_sos  1 0.0000000070730  54
## + OpAstper      1 0.0000000070827  54
## + threePper     1 0.0000000070854  54
## + twoPper       1 0.0000000070859  54
## + adj_o_rk      1 0.0000000070898  54
## + Exp           1 0.0000000070950  54
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=50
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab + 
##     eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPperD + 
##     threePperD + Blkedper + Astper + threePRate + threePRateD + 
##     AvgHgt + EffHgt + Talent + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Op.Ftper      1 0.0000000078752  48
## - twoPperD      1 0.0000000081560  48
## - barthag_rk    1 0.0000000082936  48
## - threePperD    1 0.0000000083098  48
## - Blkedper      1 0.0000000083835  48
## - PPPDef        1 0.0000000083855  48
## - EliteSOS      1 0.0000000084729  48
## - adj_d_rk      1 0.0000000085052  48
## - OpORebper     1 0.0000000085413  48
## - Astper        1 0.0000000085679  48
## - TOVperD       1 0.0000000091871  48
## - threePRate    1 0.0000000092761  48
## - RawT          1 0.0000000096140  48
## - adj_t_rk      1 0.0000000096253  48
## - barthag       1 0.0000000096451  48
## - Talent        1 0.0000000099861  48
## - threePRateD   1 0.0000000100948  48
## - AvgHgt        1 0.0000000107580  48
## - FTRateD       1 0.0000000111643  48
## - EffHgt        1 0.0000000119690  48
## - wab           1 0.0000000124793  48
## - eFG           1 0.0000000144544  48
## - TOVper        1 0.0000000177424  48
## - PPPOff        1 0.0000000221574  48
## <none>            0.0000000076451  50
## + ov_fut_sos    1 0.0000000069660  52
## + ov_cur_sos    1 0.0000000069660  52
## + Adj.T         1 0.0000000070566  52
## + adj_t         1 0.0000000070946  52
## + Blkper        1 0.0000000072863  52
## + FTRate        1 0.0000000074050  52
## + adj_o         1 0.0000000074522  52
## + Ftper         1 0.0000000074756  52
## + ov_elite_sos  1 0.0000000074880  52
## + Orebper       1 0.0000000074916  52
## + nc_fut_sos    1 0.0000000075152  52
## + nc_cur_sos    1 0.0000000075152  52
## + eFGD.         1 0.0000000075181  52
## + Exp           1 0.0000000075637  52
## + nc_elite_sos  1 0.0000000075793  52
## + adj_o_rk      1 0.0000000075854  52
## + threePper     1 0.0000000076135  52
## + adj_d         1 0.0000000076210  52
## + OpAstper      1 0.0000000076233  52
## + twoPper       1 0.0000000076333  52
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=48
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab + 
##     eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPperD + 
##     threePperD + Blkedper + Astper + threePRate + threePRateD + 
##     AvgHgt + EffHgt + Talent + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - twoPperD      1 0.0000000081587  46
## - threePperD    1 0.0000000083144  46
## - PPPDef        1 0.0000000083932  46
## - barthag_rk    1 0.0000000084133  46
## - Blkedper      1 0.0000000084772  46
## - OpORebper     1 0.0000000085921  46
## - Astper        1 0.0000000087476  46
## - EliteSOS      1 0.0000000087673  46
## - TOVperD       1 0.0000000093107  46
## - adj_d_rk      1 0.0000000093361  46
## - threePRate    1 0.0000000095286  46
## - barthag       1 0.0000000096857  46
## - adj_t_rk      1 0.0000000098103  46
## - threePRateD   1 0.0000000101225  46
## - RawT          1 0.0000000101611  46
## - Talent        1 0.0000000106117  46
## - FTRateD       1 0.0000000111801  46
## - AvgHgt        1 0.0000000111813  46
## - wab           1 0.0000000126683  46
## - EffHgt        1 0.0000000135927  46
## - eFG           1 0.0000000145633  46
## - TOVper        1 0.0000000232380  46
## - PPPOff        1 0.0000000242648  46
## <none>            0.0000000078752  48
## + ov_fut_sos    1 0.0000000074535  50
## + ov_cur_sos    1 0.0000000074535  50
## + Blkper        1 0.0000000075572  50
## + Op.Ftper      1 0.0000000076451  50
## + nc_elite_sos  1 0.0000000076695  50
## + nc_fut_sos    1 0.0000000076768  50
## + nc_cur_sos    1 0.0000000076768  50
## + Adj.T         1 0.0000000076873  50
## + Ftper         1 0.0000000076888  50
## + FTRate        1 0.0000000076955  50
## + adj_t         1 0.0000000076968  50
## + OpAstper      1 0.0000000077243  50
## + eFGD.         1 0.0000000077607  50
## + Orebper       1 0.0000000077655  50
## + adj_o         1 0.0000000077963  50
## + adj_o_rk      1 0.0000000077996  50
## + Exp           1 0.0000000078282  50
## + adj_d         1 0.0000000078321  50
## + ov_elite_sos  1 0.0000000078453  50
## + threePper     1 0.0000000078753  50
## + twoPper       1 0.0000000078808  50
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=46
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab + 
##     eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + threePperD + 
##     Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt + 
##     Talent + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePperD    1 0.0000000084332  44
## - Blkedper      1 0.0000000084987  44
## - Astper        1 0.0000000088231  44
## - EliteSOS      1 0.0000000088686  44
## - PPPDef        1 0.0000000089229  44
## - barthag_rk    1 0.0000000089876  44
## - OpORebper     1 0.0000000092159  44
## - adj_d_rk      1 0.0000000094230  44
## - threePRate    1 0.0000000095292  44
## - adj_t_rk      1 0.0000000098556  44
## - RawT          1 0.0000000102226  44
## - barthag       1 0.0000000108220  44
## - AvgHgt        1 0.0000000112394  44
## - Talent        1 0.0000000113917  44
## - threePRateD   1 0.0000000117067  44
## - wab           1 0.0000000127644  44
## - eFG           1 0.0000000145727  44
## - FTRateD       1 0.0000000148106  44
## - EffHgt        1 0.0000000163675  44
## - TOVper        1 0.0000000237132  44
## - TOVperD       1 0.0000000247785  44
## - PPPOff        1 0.0000000252280  44
## <none>            0.0000000081587  46
## + ov_fut_sos    1 0.0000000074559  48
## + ov_cur_sos    1 0.0000000074559  48
## + Blkper        1 0.0000000076612  48
## + Adj.T         1 0.0000000077100  48
## + nc_elite_sos  1 0.0000000077640  48
## + eFGD.         1 0.0000000077703  48
## + nc_fut_sos    1 0.0000000078154  48
## + nc_cur_sos    1 0.0000000078154  48
## + twoPperD      1 0.0000000078752  48
## + FTRate        1 0.0000000078852  48
## + adj_d         1 0.0000000079389  48
## + adj_t         1 0.0000000079533  48
## + adj_o_rk      1 0.0000000080504  48
## + Exp           1 0.0000000080752  48
## + adj_o         1 0.0000000080774  48
## + Ftper         1 0.0000000080932  48
## + OpAstper      1 0.0000000081271  48
## + Orebper       1 0.0000000081313  48
## + twoPper       1 0.0000000081335  48
## + ov_elite_sos  1 0.0000000081418  48
## + threePper     1 0.0000000081455  48
## + Op.Ftper      1 0.0000000081560  48
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=44
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab + 
##     eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + Blkedper + 
##     Astper + threePRate + threePRateD + AvgHgt + EffHgt + Talent + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - Blkedper      1 0.000000008510  42
## - PPPDef        1 0.000000008940  42
## - OpORebper     1 0.000000009225  42
## - Astper        1 0.000000009241  42
## - EliteSOS      1 0.000000009441  42
## - barthag_rk    1 0.000000009447  42
## - adj_d_rk      1 0.000000009504  42
## - threePRate    1 0.000000009568  42
## - adj_t_rk      1 0.000000010020  42
## - RawT          1 0.000000010271  42
## - barthag       1 0.000000011109  42
## - AvgHgt        1 0.000000011257  42
## - Talent        1 0.000000011463  42
## - threePRateD   1 0.000000011767  42
## - wab           1 0.000000014392  42
## - FTRateD       1 0.000000014654  42
## - eFG           1 0.000000014936  42
## - EffHgt        1 0.000000017084  42
## - TOVper        1 0.000000023798  42
## - PPPOff        1 0.000000025389  42
## - TOVperD       1 0.000000036044  42
## <none>            0.000000008433  44
## + ov_fut_sos    1 0.000000007668  46
## + ov_cur_sos    1 0.000000007668  46
## + Blkper        1 0.000000007732  46
## + nc_fut_sos    1 0.000000007803  46
## + nc_cur_sos    1 0.000000007803  46
## + nc_elite_sos  1 0.000000007878  46
## + Adj.T         1 0.000000008018  46
## + adj_o_rk      1 0.000000008060  46
## + eFGD.         1 0.000000008064  46
## + adj_t         1 0.000000008144  46
## + FTRate        1 0.000000008149  46
## + threePperD    1 0.000000008159  46
## + Exp           1 0.000000008171  46
## + adj_d         1 0.000000008189  46
## + Ftper         1 0.000000008203  46
## + Orebper       1 0.000000008209  46
## + adj_o         1 0.000000008239  46
## + twoPperD      1 0.000000008314  46
## + ov_elite_sos  1 0.000000008355  46
## + OpAstper      1 0.000000008423  46
## + Op.Ftper      1 0.000000008427  46
## + threePper     1 0.000000008429  46
## + twoPper       1 0.000000008433  46
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=42
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab + 
##     eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + Astper + 
##     threePRate + threePRateD + AvgHgt + EffHgt + Talent + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - Astper        1 0.000000009315  40
## - PPPDef        1 0.000000009416  40
## - OpORebper     1 0.000000009527  40
## - barthag_rk    1 0.000000009561  40
## - threePRate    1 0.000000009623  40
## - EliteSOS      1 0.000000009631  40
## - adj_d_rk      1 0.000000010253  40
## - RawT          1 0.000000010346  40
## - adj_t_rk      1 0.000000010610  40
## - barthag       1 0.000000011180  40
## - AvgHgt        1 0.000000011664  40
## - Talent        1 0.000000011842  40
## - threePRateD   1 0.000000011926  40
## - wab           1 0.000000015178  40
## - eFG           1 0.000000016800  40
## - FTRateD       1 0.000000017801  40
## - EffHgt        1 0.000000018133  40
## - PPPOff        1 0.000000027021  40
## - TOVper        1 0.000000027628  40
## - TOVperD       1 0.000000045359  40
## <none>            0.000000008510  42
## + ov_fut_sos    1 0.000000007687  44
## + ov_cur_sos    1 0.000000007687  44
## + nc_elite_sos  1 0.000000007869  44
## + nc_fut_sos    1 0.000000007939  44
## + nc_cur_sos    1 0.000000007939  44
## + Adj.T         1 0.000000008055  44
## + adj_o_rk      1 0.000000008092  44
## + Exp           1 0.000000008197  44
## + Orebper       1 0.000000008212  44
## + FTRate        1 0.000000008248  44
## + Ftper         1 0.000000008257  44
## + adj_t         1 0.000000008284  44
## + adj_d         1 0.000000008310  44
## + eFGD.         1 0.000000008367  44
## + ov_elite_sos  1 0.000000008413  44
## + Blkedper      1 0.000000008433  44
## + Op.Ftper      1 0.000000008441  44
## + Blkper        1 0.000000008447  44
## + adj_o         1 0.000000008448  44
## + threePper     1 0.000000008495  44
## + OpAstper      1 0.000000008498  44
## + threePperD    1 0.000000008499  44
## + twoPperD      1 0.000000008504  44
## + twoPper       1 0.000000008505  44
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=40
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab + 
##     eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - EliteSOS      1 0.000000010579  38
## - OpORebper     1 0.000000010600  38
## - PPPDef        1 0.000000010640  38
## - barthag_rk    1 0.000000010719  38
## - threePRate    1 0.000000010802  38
## - adj_d_rk      1 0.000000011470  38
## - RawT          1 0.000000011858  38
## - AvgHgt        1 0.000000011902  38
## - threePRateD   1 0.000000012392  38
## - adj_t_rk      1 0.000000013006  38
## - barthag       1 0.000000013895  38
## - Talent        1 0.000000015450  38
## - FTRateD       1 0.000000018693  38
## - wab           1 0.000000019972  38
## - EffHgt        1 0.000000020739  38
## - eFG           1 0.000000024682  38
## - TOVper        1 0.000000040914  38
## - TOVperD       1 0.000000045321  38
## - PPPOff        1 0.000000048899  38
## <none>            0.000000009315  40
## + Astper        1 0.000000008510  42
## + ov_fut_sos    1 0.000000008670  42
## + ov_cur_sos    1 0.000000008670  42
## + OpAstper      1 0.000000008727  42
## + nc_fut_sos    1 0.000000008740  42
## + nc_cur_sos    1 0.000000008740  42
## + nc_elite_sos  1 0.000000008889  42
## + twoPperD      1 0.000000008921  42
## + twoPper       1 0.000000008981  42
## + Adj.T         1 0.000000008991  42
## + adj_o_rk      1 0.000000009012  42
## + threePperD    1 0.000000009013  42
## + adj_d         1 0.000000009042  42
## + adj_o         1 0.000000009060  42
## + threePper     1 0.000000009087  42
## + Blkper        1 0.000000009104  42
## + Op.Ftper      1 0.000000009120  42
## + eFGD.         1 0.000000009235  42
## + Exp           1 0.000000009238  42
## + Blkedper      1 0.000000009241  42
## + Ftper         1 0.000000009242  42
## + FTRate        1 0.000000009259  42
## + adj_t         1 0.000000009264  42
## + ov_elite_sos  1 0.000000009276  42
## + Orebper       1 0.000000009325  42
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=38
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab + 
##     eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - threePRate    1 0.000000010815  36
## - barthag_rk    1 0.000000011257  36
## - OpORebper     1 0.000000011620  36
## - AvgHgt        1 0.000000012405  36
## - threePRateD   1 0.000000012468  36
## - RawT          1 0.000000013197  36
## - adj_d_rk      1 0.000000013747  36
## - adj_t_rk      1 0.000000013814  36
## - barthag       1 0.000000013993  36
## - PPPDef        1 0.000000015059  36
## - Talent        1 0.000000016058  36
## - FTRateD       1 0.000000022878  36
## - eFG           1 0.000000026478  36
## - EffHgt        1 0.000000030424  36
## - wab           1 0.000000035812  36
## - TOVperD       1 0.000000049227  36
## - PPPOff        1 0.000000094971  36
## - TOVper        1 0.000000100672  36
## <none>            0.000000010579  38
## + ov_fut_sos    1 0.000000008970  40
## + ov_cur_sos    1 0.000000008970  40
## + Adj.T         1 0.000000009174  40
## + nc_fut_sos    1 0.000000009269  40
## + nc_cur_sos    1 0.000000009269  40
## + ov_elite_sos  1 0.000000009297  40
## + EliteSOS      1 0.000000009315  40
## + adj_o         1 0.000000009429  40
## + nc_elite_sos  1 0.000000009448  40
## + Astper        1 0.000000009631  40
## + OpAstper      1 0.000000009675  40
## + adj_t         1 0.000000009783  40
## + adj_d         1 0.000000009819  40
## + twoPperD      1 0.000000009836  40
## + threePperD    1 0.000000009971  40
## + threePper     1 0.000000009994  40
## + adj_o_rk      1 0.000000010088  40
## + twoPper       1 0.000000010091  40
## + Blkper        1 0.000000010250  40
## + Ftper         1 0.000000010367  40
## + Blkedper      1 0.000000010411  40
## + Op.Ftper      1 0.000000010425  40
## + FTRate        1 0.000000010436  40
## + Exp           1 0.000000010448  40
## + Orebper       1 0.000000010551  40
## + eFGD.         1 0.000000010582  40
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=36
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab + 
##     eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + threePRateD + 
##     AvgHgt + EffHgt + Talent + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - barthag_rk    1 0.000000011181  34
## - OpORebper     1 0.000000013159  34
## - threePRateD   1 0.000000013574  34
## - barthag       1 0.000000014216  34
## - AvgHgt        1 0.000000014369  34
## - adj_d_rk      1 0.000000014682  34
## - Talent        1 0.000000016076  34
## - adj_t_rk      1 0.000000016801  34
## - PPPDef        1 0.000000016911  34
## - RawT          1 0.000000017424  34
## - FTRateD       1 0.000000025558  34
## - eFG           1 0.000000028652  34
## - TOVperD       1 0.000000053380  34
## - EffHgt        1 0.000000054748  34
## - wab           1 0.000000089363  34
## - TOVper        1 0.000000139015  34
## - PPPOff        1 0.000000158333  34
## <none>            0.000000010815  36
## + threePperD    1 0.000000010183  38
## + Astper        1 0.000000010217  38
## + twoPperD      1 0.000000010400  38
## + nc_fut_sos    1 0.000000010519  38
## + nc_cur_sos    1 0.000000010519  38
## + threePRate    1 0.000000010579  38
## + Blkedper      1 0.000000010635  38
## + adj_o         1 0.000000010678  38
## + Blkper        1 0.000000010708  38
## + OpAstper      1 0.000000010724  38
## + twoPper       1 0.000000010741  38
## + adj_d         1 0.000000010746  38
## + adj_t         1 0.000000010755  38
## + threePper     1 0.000000010780  38
## + Orebper       1 0.000000010791  38
## + EliteSOS      1 0.000000010802  38
## + FTRate        1 0.000000010803  38
## + Exp           1 0.000000010806  38
## + adj_o_rk      1 0.000000010810  38
## + Op.Ftper      1 0.000000010812  38
## + ov_elite_sos  1 0.000000010814  38
## + ov_fut_sos    1 0.000000010829  38
## + ov_cur_sos    1 0.000000010829  38
## + eFGD.         1 0.000000010829  38
## + Adj.T         1 0.000000010846  38
## + Ftper         1 0.000000010847  38
## + nc_elite_sos  1 0.000000010932  38
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=34
## conf_winner ~ barthag + adj_d_rk + adj_t_rk + wab + eFG + FTRateD + 
##     TOVper + TOVperD + OpORebper + RawT + threePRateD + AvgHgt + 
##     EffHgt + Talent + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - OpORebper     1 0.000000014330  32
## - AvgHgt        1 0.000000014637  32
## - adj_d_rk      1 0.000000014734  32
## - threePRateD   1 0.000000015112  32
## - PPPDef        1 0.000000017194  32
## - barthag       1 0.000000019801  32
## - adj_t_rk      1 0.000000023770  32
## - Talent        1 0.000000025435  32
## - FTRateD       1 0.000000025642  32
## - eFG           1 0.000000028784  32
## - RawT          1 0.000000029218  32
## - TOVperD       1 0.000000064314  32
## - EffHgt        1 0.000000070162  32
## - wab           1 0.000000104334  32
## - TOVper        1 0.000000140911  32
## - PPPOff        1 0.000000183157  32
## <none>            0.000000011181  34
## + threePperD    1 0.000000010372  36
## + Astper        1 0.000000010654  36
## + twoPperD      1 0.000000010814  36
## + barthag_rk    1 0.000000010815  36
## + nc_fut_sos    1 0.000000010837  36
## + nc_cur_sos    1 0.000000010837  36
## + Blkedper      1 0.000000010857  36
## + adj_t         1 0.000000010860  36
## + ov_fut_sos    1 0.000000010883  36
## + ov_cur_sos    1 0.000000010883  36
## + adj_o         1 0.000000010912  36
## + adj_d         1 0.000000010916  36
## + OpAstper      1 0.000000010951  36
## + ov_elite_sos  1 0.000000011025  36
## + Adj.T         1 0.000000011042  36
## + EliteSOS      1 0.000000011043  36
## + Blkper        1 0.000000011099  36
## + threePper     1 0.000000011127  36
## + Exp           1 0.000000011145  36
## + eFGD.         1 0.000000011147  36
## + twoPper       1 0.000000011152  36
## + Op.Ftper      1 0.000000011156  36
## + Orebper       1 0.000000011161  36
## + nc_elite_sos  1 0.000000011165  36
## + adj_o_rk      1 0.000000011173  36
## + Ftper         1 0.000000011180  36
## + FTRate        1 0.000000011181  36
## + threePRate    1 0.000000011257  36
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=32
## conf_winner ~ barthag + adj_d_rk + adj_t_rk + wab + eFG + FTRateD + 
##     TOVper + TOVperD + RawT + threePRateD + AvgHgt + EffHgt + 
##     Talent + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - threePRateD   1 0.000000016747  30
## - AvgHgt        1 0.000000017505  30
## - adj_d_rk      1 0.000000019404  30
## - barthag       1 0.000000020703  30
## - PPPDef        1 0.000000020815  30
## - Talent        1 0.000000030365  30
## - adj_t_rk      1 0.000000033272  30
## - FTRateD       1 0.000000035195  30
## - RawT          1 0.000000044395  30
## - TOVperD       1 0.000000065078  30
## - eFG           1 0.000000068446  30
## - wab           1 0.000000107076  30
## - EffHgt        1 0.000000143525  30
## - PPPOff        1 0.000000184318  30
## - TOVper        1 0.000000235834  30
## <none>            0.000000014330  32
## + OpORebper     1 0.000000011181  34
## + twoPperD      1 0.000000011278  34
## + eFGD.         1 0.000000011643  34
## + Blkper        1 0.000000012228  34
## + ov_fut_sos    1 0.000000012423  34
## + ov_cur_sos    1 0.000000012423  34
## + adj_t         1 0.000000012839  34
## + adj_d         1 0.000000012891  34
## + ov_elite_sos  1 0.000000013005  34
## + Orebper       1 0.000000013009  34
## + Adj.T         1 0.000000013019  34
## + barthag_rk    1 0.000000013159  34
## + nc_fut_sos    1 0.000000013190  34
## + nc_cur_sos    1 0.000000013190  34
## + threePRate    1 0.000000013354  34
## + EliteSOS      1 0.000000013399  34
## + Ftper         1 0.000000013419  34
## + nc_elite_sos  1 0.000000013443  34
## + Op.Ftper      1 0.000000013506  34
## + adj_o_rk      1 0.000000013745  34
## + adj_o         1 0.000000013825  34
## + Exp           1 0.000000014140  34
## + FTRate        1 0.000000014159  34
## + Blkedper      1 0.000000014207  34
## + threePperD    1 0.000000014221  34
## + OpAstper      1 0.000000014255  34
## + Astper        1 0.000000014262  34
## + twoPper       1 0.000000014305  34
## + threePper     1 0.000000014331  34
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=30
## conf_winner ~ barthag + adj_d_rk + adj_t_rk + wab + eFG + FTRateD + 
##     TOVper + TOVperD + RawT + AvgHgt + EffHgt + Talent + PPPOff + 
##     PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df     Deviance AIC
## - AvgHgt        1 0.0000000188  28
## - PPPDef        1 0.0000000235  28
## - adj_d_rk      1 0.0000000239  28
## - adj_t_rk      1 0.0000000351  28
## - FTRateD       1 0.0000000410  28
## - Talent        1 0.0000000448  28
## - RawT          1 0.0000000459  28
## - barthag       1 0.0000000463  28
## - eFG           1 0.0000000707  28
## - EffHgt        1 0.0000001880  28
## - TOVper        1 0.0000002670  28
## - wab           1 0.0000003329  28
## - TOVperD       1 0.0000004951  28
## - PPPOff        1 0.0000118280  28
## <none>            0.0000000167  30
## + Blkper        1 0.0000000135  32
## + eFGD.         1 0.0000000137  32
## + twoPperD      1 0.0000000140  32
## + threePRateD   1 0.0000000143  32
## + adj_o_rk      1 0.0000000147  32
## + OpORebper     1 0.0000000151  32
## + OpAstper      1 0.0000000152  32
## + threePRate    1 0.0000000154  32
## + nc_elite_sos  1 0.0000000158  32
## + nc_fut_sos    1 0.0000000158  32
## + nc_cur_sos    1 0.0000000158  32
## + barthag_rk    1 0.0000000158  32
## + Adj.T         1 0.0000000158  32
## + Exp           1 0.0000000158  32
## + adj_t         1 0.0000000159  32
## + adj_d         1 0.0000000159  32
## + FTRate        1 0.0000000160  32
## + twoPper       1 0.0000000161  32
## + ov_fut_sos    1 0.0000000162  32
## + ov_cur_sos    1 0.0000000162  32
## + threePper     1 0.0000000163  32
## + Ftper         1 0.0000000163  32
## + EliteSOS      1 0.0000000163  32
## + Blkedper      1 0.0000000164  32
## + Op.Ftper      1 0.0000000164  32
## + adj_o         1 0.0000000165  32
## + threePperD    1 0.0000000166  32
## + ov_elite_sos  1 0.0000000166  32
## + Astper        1 0.0000000167  32
## + Orebper       1 0.0000000168  32
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=28
## conf_winner ~ barthag + adj_d_rk + adj_t_rk + wab + eFG + FTRateD + 
##     TOVper + TOVperD + RawT + EffHgt + Talent + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - adj_d_rk      1    0.000 26.000
## - PPPDef        1    0.000 26.000
## - adj_t_rk      1    0.000 26.000
## - Talent        1    0.000 26.000
## - barthag       1    0.000 26.000
## - FTRateD       1    0.000 26.000
## - RawT          1    0.000 26.000
## - eFG           1    0.000 26.000
## - EffHgt        1    0.000 26.000
## - TOVper        1    0.000 26.000
## - wab           1    0.000 26.000
## - TOVperD       1    0.000 26.000
## <none>               0.000 28.000
## + OpORebper     1    0.000 30.000
## + eFGD.         1    0.000 30.000
## + threePRate    1    0.000 30.000
## + AvgHgt        1    0.000 30.000
## + Exp           1    0.000 30.000
## + FTRate        1    0.000 30.000
## + EliteSOS      1    0.000 30.000
## + threePRateD   1    0.000 30.000
## + barthag_rk    1    0.000 30.000
## + Blkper        1    0.000 30.000
## + adj_t         1    0.000 30.000
## + threePperD    1    0.000 30.000
## + ov_elite_sos  1    0.000 30.000
## + Adj.T         1    0.000 30.000
## + threePper     1    0.000 30.000
## + Op.Ftper      1    0.000 30.000
## + Blkedper      1    0.000 30.000
## + Orebper       1    0.000 30.000
## + OpAstper      1    0.000 30.000
## + twoPperD      1    0.000 30.000
## + twoPper       1    0.000 30.000
## + adj_o_rk      1    0.000 30.000
## + adj_o         1    0.000 30.000
## + nc_elite_sos  1    0.000 30.000
## + adj_d         1    0.000 30.000
## + Astper        1    0.000 30.000
## + nc_fut_sos    1    0.000 30.000
## + nc_cur_sos    1    0.000 30.000
## + ov_fut_sos    1    0.000 30.000
## + ov_cur_sos    1    0.000 30.000
## + Ftper         1    0.000 30.000
## - PPPOff        1   15.314 41.314
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=26
## conf_winner ~ barthag + adj_t_rk + wab + eFG + FTRateD + TOVper + 
##     TOVperD + RawT + EffHgt + Talent + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - PPPDef        1    0.000 24.000
## - barthag       1    0.000 24.000
## - FTRateD       1    0.000 24.000
## - Talent        1    0.000 24.000
## - adj_t_rk      1    0.000 24.000
## - RawT          1    0.000 24.000
## - eFG           1    0.000 24.000
## - EffHgt        1    0.000 24.000
## - TOVper        1    0.000 24.000
## - wab           1    0.000 24.000
## <none>               0.000 26.000
## + adj_d_rk      1    0.000 28.000
## + OpORebper     1    0.000 28.000
## + eFGD.         1    0.000 28.000
## + nc_elite_sos  1    0.000 28.000
## + Blkper        1    0.000 28.000
## + nc_fut_sos    1    0.000 28.000
## + nc_cur_sos    1    0.000 28.000
## + twoPperD      1    0.000 28.000
## + ov_fut_sos    1    0.000 28.000
## + ov_cur_sos    1    0.000 28.000
## + adj_d         1    0.000 28.000
## + AvgHgt        1    0.000 28.000
## + Blkedper      1    0.000 28.000
## + threePRate    1    0.000 28.000
## + adj_o_rk      1    0.000 28.000
## + Adj.T         1    0.000 28.000
## + threePper     1    0.000 28.000
## + Ftper         1    0.000 28.000
## + Exp           1    0.000 28.000
## + Astper        1    0.000 28.000
## + adj_t         1    0.000 28.000
## + threePperD    1    0.000 28.000
## + adj_o         1    0.000 28.000
## + threePRateD   1    0.000 28.000
## + twoPper       1    0.000 28.000
## + ov_elite_sos  1    0.000 28.000
## + Orebper       1    0.000 28.000
## + Op.Ftper      1    0.000 28.000
## + EliteSOS      1    0.000 28.000
## + FTRate        1    0.000 28.000
## + OpAstper      1    0.000 28.000
## + barthag_rk    1    0.000 28.000
## - TOVperD       1   15.376 39.376
## - PPPOff        1   16.799 40.799
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=24
## conf_winner ~ barthag + adj_t_rk + wab + eFG + FTRateD + TOVper + 
##     TOVperD + RawT + EffHgt + Talent + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - barthag       1    0.000 22.000
## - FTRateD       1    0.000 22.000
## - Talent        1    0.000 22.000
## - adj_t_rk      1    0.000 22.000
## - RawT          1    0.000 22.000
## - eFG           1    0.000 22.000
## - EffHgt        1    0.000 22.000
## - wab           1    0.000 22.000
## <none>               0.000 24.000
## + nc_elite_sos  1    0.000 26.000
## + nc_fut_sos    1    0.000 26.000
## + nc_cur_sos    1    0.000 26.000
## + eFGD.         1    0.000 26.000
## + Blkper        1    0.000 26.000
## + ov_fut_sos    1    0.000 26.000
## + ov_cur_sos    1    0.000 26.000
## + twoPperD      1    0.000 26.000
## + OpORebper     1    0.000 26.000
## + threePRate    1    0.000 26.000
## + AvgHgt        1    0.000 26.000
## + Adj.T         1    0.000 26.000
## + adj_o         1    0.000 26.000
## + adj_o_rk      1    0.000 26.000
## + Blkedper      1    0.000 26.000
## + PPPDef        1    0.000 26.000
## + adj_d_rk      1    0.000 26.000
## + adj_t         1    0.000 26.000
## + ov_elite_sos  1    0.000 26.000
## + threePRateD   1    0.000 26.000
## + Ftper         1    0.000 26.000
## + threePperD    1    0.000 26.000
## + threePper     1    0.000 26.000
## + EliteSOS      1    0.000 26.000
## + adj_d         1    0.000 26.000
## + Exp           1    0.000 26.000
## + twoPper       1    0.000 26.000
## + Orebper       1    0.000 26.000
## + FTRate        1    0.000 26.000
## + Astper        1    0.000 26.000
## + Op.Ftper      1    0.000 26.000
## + OpAstper      1    0.000 26.000
## + barthag_rk    1    0.000 26.000
## - TOVper        1   10.589 32.589
## - TOVperD       1   16.479 38.479
## - PPPOff        1   26.608 48.608
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=22
## conf_winner ~ adj_t_rk + wab + eFG + FTRateD + TOVper + TOVperD + 
##     RawT + EffHgt + Talent + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Talent        1    0.000 20.000
## - EffHgt        1    0.000 20.000
## - FTRateD       1    0.000 20.000
## - eFG           1    0.000 20.000
## - adj_t_rk      1    0.000 20.000
## <none>               0.000 22.000
## + barthag       1    0.000 24.000
## + threePRate    1    0.000 24.000
## + barthag_rk    1    0.000 24.000
## + adj_o_rk      1    0.000 24.000
## + FTRate        1    0.000 24.000
## + Orebper       1    0.000 24.000
## + threePRateD   1    0.000 24.000
## + AvgHgt        1    0.000 24.000
## + OpAstper      1    0.000 24.000
## + threePperD    1    0.000 24.000
## + adj_t         1    0.000 24.000
## + nc_elite_sos  1    0.000 24.000
## + Exp           1    0.000 24.000
## + nc_fut_sos    1    0.000 24.000
## + nc_cur_sos    1    0.000 24.000
## + Blkedper      1    0.000 24.000
## + adj_d         1    0.000 24.000
## + Ftper         1    0.000 24.000
## + ov_elite_sos  1    0.000 24.000
## + EliteSOS      1    0.000 24.000
## + adj_d_rk      1    0.000 24.000
## + Adj.T         1    0.000 24.000
## + Astper        1    0.000 24.000
## + threePper     1    0.000 24.000
## + adj_o         1    0.000 24.000
## + OpORebper     1    0.000 24.000
## + Op.Ftper      1    0.000 24.000
## + ov_fut_sos    1    0.000 24.000
## + ov_cur_sos    1    0.000 24.000
## + twoPper       1    0.000 24.000
## + twoPperD      1    0.000 24.000
## + Blkper        1    0.000 24.000
## + PPPDef        1    0.000 24.000
## + eFGD.         1    0.000 24.000
## - RawT          1   13.581 33.581
## - TOVperD       1   16.517 36.517
## - TOVper        1   21.474 41.474
## - wab           1   23.561 43.561
## - PPPOff        1   26.716 46.716
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=20
## conf_winner ~ adj_t_rk + wab + eFG + FTRateD + TOVper + TOVperD + 
##     RawT + EffHgt + PPPOff
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## <none>               0.000 20.000
## + Talent        1    0.000 22.000
## + OpAstper      1    0.000 22.000
## + threePRateD   1    0.000 22.000
## + nc_elite_sos  1    0.000 22.000
## + nc_fut_sos    1    0.000 22.000
## + nc_cur_sos    1    0.000 22.000
## + adj_o_rk      1    0.000 22.000
## + Adj.T         1    0.000 22.000
## + Astper        1    0.000 22.000
## + threePper     1    0.000 22.000
## + twoPper       1    0.000 22.000
## + Op.Ftper      1    0.000 22.000
## + eFGD.         1    0.000 22.000
## + Blkper        1    0.000 22.000
## + ov_fut_sos    1    0.000 22.000
## + ov_cur_sos    1    0.000 22.000
## + PPPDef        1    0.000 22.000
## + twoPperD      1    0.000 22.000
## + Blkedper      1    0.000 22.000
## + threePRate    1    0.000 22.000
## + ov_elite_sos  1    0.000 22.000
## + EliteSOS      1    0.000 22.000
## + AvgHgt        1    0.000 22.000
## + adj_o         1    0.000 22.000
## + OpORebper     1    0.000 22.000
## + adj_d_rk      1    0.000 22.000
## + Ftper         1    0.000 22.000
## + adj_t         1    0.000 22.000
## + Exp           1    0.000 22.000
## + adj_d         1    0.000 22.000
## + FTRate        1    0.000 22.000
## + Orebper       1    0.000 22.000
## + barthag_rk    1    0.000 22.000
## + threePperD    1    0.000 22.000
## + barthag       1    0.000 22.000
## - adj_t_rk      1   12.288 30.288
## - RawT          1   16.645 34.645
## - EffHgt        1   17.569 35.569
## - FTRateD       1   20.909 38.909
## - eFG           1   20.922 38.922
## - TOVperD       1   21.631 39.631
## - PPPOff        1   30.043 48.043
## - TOVper        1   31.489 49.489
## - wab           1   32.946 50.946
summary(B10.lm.stepwise)
## 
## Call:
## glm(formula = conf_winner ~ adj_t_rk + wab + eFG + FTRateD + 
##     TOVper + TOVperD + RawT + EffHgt + PPPOff, family = "binomial", 
##     data = B10_train.df, na.action = na.exclude)
## 
## Coefficients:
##                Estimate  Std. Error z value Pr(>|z|)
## (Intercept)  -2485.3744 839622.9398  -0.003    0.998
## adj_t_rk         0.9592    227.0188   0.004    0.997
## wab             24.8541   4743.1960   0.005    0.996
## eFG            -43.2009   7724.0874  -0.006    0.996
## FTRateD        -10.3226   2872.7932  -0.004    0.997
## TOVper          35.6114   8472.0792   0.004    0.997
## TOVperD         34.8198   6059.6156   0.006    0.995
## RawT            28.8669   6408.2791   0.005    0.996
## EffHgt         -32.9391  10165.4345  -0.003    0.997
## PPPOff        3713.7764 614978.0886   0.006    0.995
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 90.848994314230  on 163  degrees of freedom
## Residual deviance:  0.000000091331  on 154  degrees of freedom
## AIC: 20
## 
## Number of Fisher Scoring iterations: 25
#accuracy
B10.lm.step.pred <- predict(B10.lm.stepwise, B10_valid.df, na.action = na.pass)
accuracy(B10.lm.step.pred, B10_valid.df$conf_winner)
##                ME     RMSE      MAE MPE MAPE
## Test set 378.6646 435.8249 380.0134 NaN  Inf

Big 12 Conference

In this section, our group is splitting the “B12.df” dataframe that we created by filtering for only teams in the Big 12 conference into a training set (80%) and validation set (20%)

B12.df <- team.df2024 %>%
  filter(conf == "B12")

RNGkind(sample.kind="Rounding")
## Warning in RNGkind(sample.kind = "Rounding"): non-uniform 'Rounding' sampler
## used
set.seed(123)

B12train.index <- sample(c(1:dim(B12.df)[1]), dim(B12.df)[1]*0.8)  
B12_train.df <-B12.df[B12train.index, ]
B12_valid.df <- B12.df[-B12train.index, ]
head(B12_train.df)
##          team year conf conf_winner  barthag barthag_rk    adj_o adj_o_rk
## 1:     Kansas 2020  B12           1 0.961628          1 116.0810        7
## 2:      Texas 2019  B12           0 0.892619         22 114.1390       25
## 3: Kansas St. 2023  B12           0 0.880324         24 112.6200       39
## 4: Texas Tech 2012  B12           0 0.355182        225  93.7225      295
## 5: Texas Tech 2021  B12           0 0.906667         16 111.9780       31
## 6:     Baylor 2015  B12           0 0.931557         13 116.2850       14
##      adj_d adj_d_rk   adj_t adj_t_rk         wab nc_elite_sos nc_fut_sos
## 1: 87.7222        2 67.3505      226  10.8539234           29     0.6382
## 2: 94.9417       27 64.6223      316  -0.5318073           25     0.6367
## 3: 94.6798       27 69.8011       45   4.2362754           10     0.4584
## 4: 98.7107      123 65.1230      228 -11.0391071            9     0.3890
## 5: 91.8906       18 65.3450      295   0.9234536           17     0.3984
## 6: 92.6668       25 62.0558      306   4.9675594           18     0.5343
##    nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos  eFG eFGD. FTRate FTRateD
## 1:     0.6382           34     0.7376     0.7376 53.7  43.7   35.8    23.2
## 2:     0.6367           34     0.7572     0.7572 50.9  48.7   29.7    29.7
## 3:     0.4584           32     0.7165     0.7165 52.3  48.1   36.1    36.3
## 4:     0.3890           28     0.6499     0.6499 48.6  48.0   40.1    47.9
## 5:     0.3984           33     0.6749     0.6749 49.4  47.7   37.9    35.6
## 6:     0.5343           34     0.7274     0.7274 49.8  45.8   38.6    32.1
##    TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1:   18.7    18.6    32.6      26.4 67.6    54.9     42.4      34.1       30.5
## 2:   16.2    18.9    28.1      29.5 66.3    49.8     46.2      34.8       35.4
## 3:   19.3    21.0    29.9      30.3 70.5    52.8     49.2      34.3       30.8
## 4:   26.0    19.1    26.8      33.0 65.4    46.8     46.7      35.7       33.6
## 5:   16.0    23.7    33.4      30.0 66.9    47.8     45.5      35.3       34.2
## 6:   20.1    19.3    41.9      31.5 62.5    46.1     46.4      38.2       29.8
##    Blkper Blkedper Astper OpAstper threePRate threePRateD  Adj.T AvgHgt EffHgt
## 1:   13.7      9.7   51.0     52.6       32.5        41.3 67.350 78.160 81.130
## 2:   11.4     10.1   52.2     48.1       43.5        35.8 64.092 77.477 81.108
## 3:    7.7     10.5   63.6     56.0       36.1        36.9 69.802 76.284 80.893
## 4:    8.6      9.2   53.6     52.6       27.1        33.8 64.059 75.653 79.968
## 5:   12.2      7.6   51.2     45.0       31.3        38.2 65.345 77.012 78.709
## 6:   10.9     10.8   60.3     69.6       33.5        35.7 61.434 76.311 79.972
##      Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.560 81.622  67.1     67.2  1.089  0.893   34.804
## 2: 1.333 67.610  69.9     69.6  1.060  0.992   34.415
## 3: 2.510 48.155  74.8     69.8  1.062  0.974   31.686
## 4: 0.953 29.475  70.2     72.2  0.906  1.039   27.176
## 5: 1.420 53.387  71.0     68.1  1.074  0.936   32.821
## 6: 1.871 33.696  67.0     64.6  1.092  0.956   31.719
head(B12_valid.df)
##        team year conf conf_winner  barthag barthag_rk   adj_o adj_o_rk    adj_d
## 1:   Baylor 2009  B12           0 0.865942         36 115.723       15  98.3935
## 2:   Baylor 2010  B12           0 0.941129          8 119.423        4  93.8454
## 3:   Baylor 2012  B12           0 0.912672         17 115.341       11  94.0509
## 4:   Baylor 2019  B12           0 0.831617         41 115.357       22 100.3980
## 5:   Baylor 2020  B12           0 0.951409          2 114.453       13  88.3681
## 6: Iowa St. 2015  B12           0 0.910332         21 116.887       12  95.5521
##    adj_d_rk   adj_t adj_t_rk        wab nc_elite_sos nc_fut_sos nc_cur_sos
## 1:      116 67.3337      143 -0.1210758           18     0.4935     0.4935
## 2:       48 65.5991      250  5.5937215           19     0.4880     0.4880
## 3:       44 66.6462      140  7.0428411           18     0.4857     0.4857
## 4:       98 65.0581      298  0.9457110           14     0.4568     0.4568
## 5:        3 66.2441      273  8.5366904           21     0.5501     0.5501
## 6:       61 69.8164       16  7.0604188           20     0.5198     0.5198
##    ov_elite_sos ov_fut_sos ov_cur_sos  eFG eFGD. FTRate FTRateD TOVper TOVperD
## 1:           35     0.7235     0.7235 53.8  49.3   38.4    36.4   18.7    19.8
## 2:           36     0.7200     0.7200 54.4  44.5   36.1    34.2   20.3    17.8
## 3:           33     0.6924     0.6924 52.3  47.6   35.7    33.4   20.4    21.0
## 4:           34     0.7058     0.7058 51.2  49.1   32.3    36.5   19.7    18.6
## 5:           31     0.7063     0.7063 49.4  45.2   30.8    30.8   17.8    22.7
## 6:           35     0.7244     0.7244 54.3  47.6   36.5    24.0   15.8    18.5
##    Orebper OpORebper RawT twoPper twoPperD threePper threePperD Blkper Blkedper
## 1:    31.4      33.4 68.1    53.2     48.3      36.4       34.3    9.2      7.4
## 2:    38.2      33.2 67.0    53.0     41.3      38.1       33.7   17.1      6.4
## 3:    38.0      32.3 67.0    50.2     46.2      38.0       33.7   12.1      8.5
## 4:    37.9      29.4 66.5    51.2     47.5      34.1       34.5   13.8     12.6
## 5:    35.8      29.8 66.6    47.5     44.4      35.1       31.1   12.5     12.9
## 6:    28.3      29.6 69.8    54.3     45.2      36.2       34.7    9.7      9.1
##    Astper OpAstper threePRate threePRateD  Adj.T AvgHgt EffHgt   Exp Talent
## 1:   46.7     53.8       40.1        33.1 66.189 76.222 81.225 2.141 65.718
## 2:   51.0     57.9       32.4        34.4 64.063 77.932 82.395 1.704 62.004
## 3:   56.5     56.0       31.6        33.1 65.581 77.066 81.686 1.568 60.038
## 4:   54.4     55.6       40.9        38.2 64.367 76.915 79.891 1.457 57.749
## 5:   54.1     52.6       36.9        35.0 66.244 76.830 79.946 1.871 53.547
## 6:   58.1     55.7       36.8        34.4 69.204 77.310 79.241 1.984 43.965
##    Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1:  71.0     71.2  1.101  1.033   34.294
## 2:  72.9     67.9  1.128  0.980   34.711
## 3:  75.4     68.7  1.103  0.976   31.574
## 4:  67.7     68.3  1.077  1.015   34.085
## 5:  69.0     68.7  1.063  0.899   31.031
## 6:  69.6     73.3  1.114  0.988   33.069

Logistic Regression

options(scipen = 999)
B12_lm <- glm(conf_winner ~  barthag + barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS, data = B12_train.df, family = "binomial", na.action = na.exclude)
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
B12_lm
## 
## Call:  glm(formula = conf_winner ~ barthag + barthag_rk + adj_o_rk + 
##     adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + 
##     nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS, family = "binomial", data = B12_train.df, 
##     na.action = na.exclude)
## 
## Coefficients:
##  (Intercept)       barthag    barthag_rk      adj_o_rk         adj_o  
##   755.093038  -1659.546279     -3.519642      0.240131     13.869401  
##        adj_d      adj_d_rk         adj_t      adj_t_rk           wab  
##    -9.175497      0.005757    -12.824996     -0.015508      4.687951  
## nc_elite_sos    nc_fut_sos    nc_cur_sos  ov_elite_sos    ov_fut_sos  
##    -0.296073  -1085.569473   1291.819154      5.003297   -513.361538  
##   ov_cur_sos           eFG         eFGD.        FTRate       FTRateD  
##           NA      0.023908    -53.864019     -3.281997      1.962681  
##       TOVper       TOVperD       Orebper     OpORebper          RawT  
##    -7.689536      6.913496      0.708421     -1.505507     11.454825  
##      twoPper      twoPperD     threePper    threePperD        Blkper  
##     6.132536     23.045143      1.746127     21.910132     -3.757670  
##     Blkedper        Astper      OpAstper    threePRate   threePRateD  
##     9.111178     -1.522716     -0.061070     -3.178384      0.955899  
##        Adj.T        AvgHgt        EffHgt           Exp        Talent  
##    -1.831889      6.253217      4.885394    -16.563133     -0.282046  
##        Ftper      Op.Ftper        PPPOff        PPPDef      EliteSOS  
##     1.385536      1.247175   -841.136476    924.236109     -2.533316  
## 
## Degrees of Freedom: 133 Total (i.e. Null);  90 Residual
## Null Deviance:       85.35 
## Residual Deviance: 0.000000003382    AIC: 88

In the code above, we created a logistic regression that is predicting the binary outcome variable ‘conf_winner’ using all of the predictor independent variables listed in the formula above. Each coefficient represents the change in the log-odds of the response variable for a one-unit change in the corresponding variable if all the other variables are constant. Negative coefficients represent a negative relationship with the log-odds of being a conference winner. Positive coefficients represent a positive relationship with the log-odds of being a conference winner. There are 133 degrees of freedom for the null model and 90 degrees of freedom for the residual model. The null deviance is 85.35 which represents the deviance of the null model. The residual deviance is very small 3.4e-9 which represents the deviance of the model with no predictors. The smaller the null deviance and residual deviance indicate a better fitted model. The AIC is 88 which is very low and indicates a better fitted model if the score is low.

Confusion Matrax

# Make predictions on the validation dataset
B12_predictions <- predict(B12_lm, newdata = B12_valid.df, type = "response")
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type == :
## prediction from rank-deficient fit; attr(*, "non-estim") has doubtful cases
# Convert predicted probabilities to class labels (0 or 1) based on a threshold (e.g., 0.5)
B12_predicted_classes <- ifelse(B12_predictions > 0.6, 1, 0)

# Create a confusion matrix
B12_conf_matrix <- confusionMatrix(as.factor(B12_valid.df$conf_winner), as.factor(B12_predicted_classes), positive = '1')

# Print the confusion matrix
print(B12_conf_matrix)
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction  0  1
##          0 26  5
##          1  3  0
##                                           
##                Accuracy : 0.7647          
##                  95% CI : (0.5883, 0.8925)
##     No Information Rate : 0.8529          
##     P-Value [Acc > NIR] : 0.9472          
##                                           
##                   Kappa : -0.124          
##                                           
##  Mcnemar's Test P-Value : 0.7237          
##                                           
##             Sensitivity : 0.00000         
##             Specificity : 0.89655         
##          Pos Pred Value : 0.00000         
##          Neg Pred Value : 0.83871         
##              Prevalence : 0.14706         
##          Detection Rate : 0.00000         
##    Detection Prevalence : 0.08824         
##       Balanced Accuracy : 0.44828         
##                                           
##        'Positive' Class : 1               
## 
#calc specificity, etc. 

The model shows an overall accuracy of 76.47%, but this is mostly driven by the high proportion of true negatives. Sensitivity is 0%, indicating that the model failed to correctly identify any instances of the positive class. The negative predictive value is relatively high at 83.87%, suggesting that when the model predicts the negative class, it is often correct. However, the lack of sensitivity raises concerns, and the Kappa value is negative, indicating poor agreement beyond chance. The balanced accuracy is also low at 44.83%. Further investigation and potential model improvement are necessary, especially regarding the model’s ability to identify positive cases.

Backward Selection

B12_lm.backward <- step(B12_lm, direction = 'backward')
## Start:  AIC=88
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=88
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Orebper       1 0.0000000033818  86
## - OpORebper     1 0.0000000033834  86
## - OpAstper      1 0.0000000033861  86
## - threePper     1 0.0000000033867  86
## - EliteSOS      1 0.0000000033894  86
## - twoPper       1 0.0000000033906  86
## - eFG           1 0.0000000033909  86
## - nc_elite_sos  1 0.0000000033910  86
## - adj_t_rk      1 0.0000000033924  86
## - adj_d_rk      1 0.0000000033945  86
## - Adj.T         1 0.0000000033983  86
## - Op.Ftper      1 0.0000000033990  86
## - Ftper         1 0.0000000034007  86
## - TOVperD       1 0.0000000034023  86
## - nc_fut_sos    1 0.0000000034036  86
## - AvgHgt        1 0.0000000034049  86
## - TOVper        1 0.0000000034062  86
## - nc_cur_sos    1 0.0000000034067  86
## - PPPDef        1 0.0000000034076  86
## - adj_o_rk      1 0.0000000034111  86
## - ov_elite_sos  1 0.0000000034159  86
## - threePRateD   1 0.0000000034207  86
## - PPPOff        1 0.0000000034249  86
## - EffHgt        1 0.0000000034427  86
## - RawT          1 0.0000000034805  86
## - Talent        1 0.0000000034986  86
## - ov_fut_sos    1 0.0000000035005  86
## - FTRate        1 0.0000000035077  86
## - FTRateD       1 0.0000000035323  86
## - eFGD.         1 0.0000000035361  86
## - adj_t         1 0.0000000035387  86
## - adj_d         1 0.0000000035398  86
## - twoPperD      1 0.0000000035514  86
## - Astper        1 0.0000000035981  86
## - Exp           1 0.0000000035996  86
## - threePperD    1 0.0000000036111  86
## - threePRate    1 0.0000000036287  86
## - wab           1 0.0000000036869  86
## - barthag_rk    1 0.0000000037223  86
## - Blkedper      1 0.0000000037389  86
## - Blkper        1 0.0000000037816  86
## - barthag       1 0.0000000039008  86
## - adj_o         1 0.0000000039101  86
## <none>            0.0000000033820  88
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - OpAstper      1 0.0000000033871  84
## - threePper     1 0.0000000033878  84
## - OpORebper     1 0.0000000033879  84
## - twoPper       1 0.0000000033896  84
## - eFG           1 0.0000000033909  84
## - nc_elite_sos  1 0.0000000033919  84
## - adj_t_rk      1 0.0000000033937  84
## - EliteSOS      1 0.0000000033939  84
## - adj_d_rk      1 0.0000000033953  84
## - Adj.T         1 0.0000000033964  84
## - Op.Ftper      1 0.0000000033989  84
## - nc_fut_sos    1 0.0000000034038  84
## - nc_cur_sos    1 0.0000000034066  84
## - AvgHgt        1 0.0000000034142  84
## - adj_o_rk      1 0.0000000034160  84
## - ov_elite_sos  1 0.0000000034178  84
## - TOVperD       1 0.0000000034230  84
## - threePRateD   1 0.0000000034282  84
## - PPPDef        1 0.0000000034293  84
## - Ftper         1 0.0000000034389  84
## - EffHgt        1 0.0000000034439  84
## - RawT          1 0.0000000034924  84
## - ov_fut_sos    1 0.0000000035020  84
## - Talent        1 0.0000000035267  84
## - eFGD.         1 0.0000000035459  84
## - twoPperD      1 0.0000000035492  84
## - adj_d         1 0.0000000035539  84
## - FTRateD       1 0.0000000035581  84
## - adj_t         1 0.0000000035640  84
## - Astper        1 0.0000000035972  84
## - TOVper        1 0.0000000036005  84
## - Exp           1 0.0000000036006  84
## - threePperD    1 0.0000000036134  84
## - PPPOff        1 0.0000000036816  84
## - wab           1 0.0000000036872  84
## - FTRate        1 0.0000000037000  84
## - barthag_rk    1 0.0000000037314  84
## - Blkedper      1 0.0000000037414  84
## - Blkper        1 0.0000000037851  84
## - barthag       1 0.0000000039260  84
## - adj_o         1 0.0000000039404  84
## - threePRate    1 0.0000000041813  84
## <none>            0.0000000033818  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_t_rk      1 0.0000000033947  82
## - eFG           1 0.0000000033957  82
## - threePper     1 0.0000000033958  82
## - Adj.T         1 0.0000000033991  82
## - EliteSOS      1 0.0000000033997  82
## - nc_elite_sos  1 0.0000000033997  82
## - Op.Ftper      1 0.0000000034011  82
## - adj_d_rk      1 0.0000000034014  82
## - OpORebper     1 0.0000000034030  82
## - nc_fut_sos    1 0.0000000034097  82
## - nc_cur_sos    1 0.0000000034129  82
## - twoPper       1 0.0000000034180  82
## - ov_elite_sos  1 0.0000000034275  82
## - adj_o_rk      1 0.0000000034361  82
## - Ftper         1 0.0000000034421  82
## - TOVperD       1 0.0000000034440  82
## - EffHgt        1 0.0000000034465  82
## - threePRateD   1 0.0000000034523  82
## - PPPDef        1 0.0000000034557  82
## - AvgHgt        1 0.0000000034708  82
## - ov_fut_sos    1 0.0000000035022  82
## - RawT          1 0.0000000035105  82
## - Talent        1 0.0000000035398  82
## - FTRateD       1 0.0000000035710  82
## - adj_t         1 0.0000000035764  82
## - twoPperD      1 0.0000000035832  82
## - eFGD.         1 0.0000000035858  82
## - Exp           1 0.0000000036054  82
## - TOVper        1 0.0000000036144  82
## - threePperD    1 0.0000000036368  82
## - adj_d         1 0.0000000036623  82
## - PPPOff        1 0.0000000036817  82
## - wab           1 0.0000000037070  82
## - Blkedper      1 0.0000000037377  82
## - Blkper        1 0.0000000038090  82
## - Astper        1 0.0000000038123  82
## - barthag_rk    1 0.0000000038305  82
## - FTRate        1 0.0000000038485  82
## - adj_o         1 0.0000000039569  82
## - barthag       1 0.0000000039812  82
## - threePRate    1 0.0000000042222  82
## <none>            0.0000000033871  84
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + Blkedper + Astper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - eFG           1 0.0000000033964  80
## - threePper     1 0.0000000033978  80
## - nc_elite_sos  1 0.0000000034078  80
## - adj_d_rk      1 0.0000000034079  80
## - Adj.T         1 0.0000000034112  80
## - Op.Ftper      1 0.0000000034130  80
## - EliteSOS      1 0.0000000034164  80
## - nc_fut_sos    1 0.0000000034202  80
## - OpORebper     1 0.0000000034211  80
## - nc_cur_sos    1 0.0000000034235  80
## - twoPper       1 0.0000000034265  80
## - EffHgt        1 0.0000000034524  80
## - threePRateD   1 0.0000000034638  80
## - TOVperD       1 0.0000000034696  80
## - Ftper         1 0.0000000034716  80
## - adj_o_rk      1 0.0000000034780  80
## - AvgHgt        1 0.0000000034818  80
## - ov_elite_sos  1 0.0000000034956  80
## - PPPDef        1 0.0000000035001  80
## - ov_fut_sos    1 0.0000000035243  80
## - RawT          1 0.0000000035523  80
## - Talent        1 0.0000000035626  80
## - FTRateD       1 0.0000000035785  80
## - adj_t         1 0.0000000036002  80
## - TOVper        1 0.0000000036368  80
## - Exp           1 0.0000000036478  80
## - twoPperD      1 0.0000000036870  80
## - PPPOff        1 0.0000000036935  80
## - wab           1 0.0000000037189  80
## - Blkedper      1 0.0000000037436  80
## - threePperD    1 0.0000000037836  80
## - Blkper        1 0.0000000038186  80
## - eFGD.         1 0.0000000038422  80
## - Astper        1 0.0000000038569  80
## - barthag_rk    1 0.0000000039194  80
## - adj_d         1 0.0000000039687  80
## - adj_o         1 0.0000000040114  80
## - FTRate        1 0.0000000040171  80
## - barthag       1 0.0000000041551  80
## - threePRate    1 0.0000000042212  80
## <none>            0.0000000033947  82
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + 
##     ov_elite_sos + ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + 
##     TOVperD + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + Astper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_d_rk      1 0.0000000034104  78
## - nc_elite_sos  1 0.0000000034109  78
## - Adj.T         1 0.0000000034126  78
## - Op.Ftper      1 0.0000000034148  78
## - OpORebper     1 0.0000000034214  78
## - nc_fut_sos    1 0.0000000034234  78
## - nc_cur_sos    1 0.0000000034261  78
## - EliteSOS      1 0.0000000034366  78
## - threePper     1 0.0000000034367  78
## - EffHgt        1 0.0000000034650  78
## - TOVperD       1 0.0000000034731  78
## - threePRateD   1 0.0000000034736  78
## - Ftper         1 0.0000000034754  78
## - adj_o_rk      1 0.0000000034894  78
## - AvgHgt        1 0.0000000034955  78
## - ov_elite_sos  1 0.0000000035018  78
## - PPPDef        1 0.0000000035184  78
## - ov_fut_sos    1 0.0000000035278  78
## - Talent        1 0.0000000035619  78
## - FTRateD       1 0.0000000035920  78
## - RawT          1 0.0000000035932  78
## - adj_t         1 0.0000000036052  78
## - TOVper        1 0.0000000036473  78
## - twoPperD      1 0.0000000036862  78
## - PPPOff        1 0.0000000037120  78
## - wab           1 0.0000000037230  78
## - Exp           1 0.0000000037585  78
## - threePperD    1 0.0000000037845  78
## - Blkper        1 0.0000000038407  78
## - Astper        1 0.0000000038615  78
## - eFGD.         1 0.0000000038761  78
## - Blkedper      1 0.0000000039188  78
## - twoPper       1 0.0000000039376  78
## - adj_d         1 0.0000000039630  78
## - FTRate        1 0.0000000040754  78
## - barthag_rk    1 0.0000000040950  78
## - adj_o         1 0.0000000041143  78
## - barthag       1 0.0000000041995  78
## - threePRate    1 0.0000000042490  78
## <none>            0.0000000033964  80
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + 
##     ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + threePRate + threePRateD + Adj.T + 
##     AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Adj.T         1 0.0000000034230  76
## - Op.Ftper      1 0.0000000034232  76
## - nc_elite_sos  1 0.0000000034254  76
## - OpORebper     1 0.0000000034312  76
## - nc_fut_sos    1 0.0000000034335  76
## - nc_cur_sos    1 0.0000000034376  76
## - EliteSOS      1 0.0000000034430  76
## - threePper     1 0.0000000034614  76
## - EffHgt        1 0.0000000034802  76
## - TOVperD       1 0.0000000034813  76
## - Ftper         1 0.0000000034846  76
## - threePRateD   1 0.0000000034909  76
## - AvgHgt        1 0.0000000035060  76
## - adj_o_rk      1 0.0000000035095  76
## - ov_elite_sos  1 0.0000000035160  76
## - PPPDef        1 0.0000000035313  76
## - Talent        1 0.0000000035703  76
## - RawT          1 0.0000000036089  76
## - adj_t         1 0.0000000036119  76
## - FTRateD       1 0.0000000036166  76
## - ov_fut_sos    1 0.0000000036189  76
## - TOVper        1 0.0000000037062  76
## - twoPperD      1 0.0000000037343  76
## - Exp           1 0.0000000037776  76
## - wab           1 0.0000000038348  76
## - Blkper        1 0.0000000038553  76
## - threePperD    1 0.0000000038669  76
## - Astper        1 0.0000000038956  76
## - eFGD.         1 0.0000000039212  76
## - PPPOff        1 0.0000000039339  76
## - Blkedper      1 0.0000000039426  76
## - adj_d         1 0.0000000039651  76
## - twoPper       1 0.0000000039839  76
## - FTRate        1 0.0000000041465  76
## - barthag_rk    1 0.0000000042123  76
## - adj_o         1 0.0000000042935  76
## - threePRate    1 0.0000000043039  76
## - barthag       1 0.0000000044790  76
## <none>            0.0000000034104  78
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + 
##     ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + threePRate + threePRateD + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_elite_sos  1 0.0000000034309  74
## - OpORebper     1 0.0000000034398  74
## - Op.Ftper      1 0.0000000034433  74
## - nc_fut_sos    1 0.0000000034437  74
## - nc_cur_sos    1 0.0000000034484  74
## - EliteSOS      1 0.0000000034536  74
## - threePper     1 0.0000000034669  74
## - TOVperD       1 0.0000000034870  74
## - EffHgt        1 0.0000000034874  74
## - Ftper         1 0.0000000034892  74
## - threePRateD   1 0.0000000035010  74
## - ov_elite_sos  1 0.0000000035266  74
## - adj_o_rk      1 0.0000000035304  74
## - AvgHgt        1 0.0000000035325  74
## - PPPDef        1 0.0000000035365  74
## - RawT          1 0.0000000036234  74
## - Talent        1 0.0000000036258  74
## - FTRateD       1 0.0000000036439  74
## - ov_fut_sos    1 0.0000000036498  74
## - TOVper        1 0.0000000037240  74
## - twoPperD      1 0.0000000037544  74
## - Exp           1 0.0000000037778  74
## - adj_t         1 0.0000000038387  74
## - threePperD    1 0.0000000038696  74
## - wab           1 0.0000000038738  74
## - Blkper        1 0.0000000038774  74
## - Astper        1 0.0000000038939  74
## - eFGD.         1 0.0000000039485  74
## - adj_d         1 0.0000000039730  74
## - PPPOff        1 0.0000000040189  74
## - twoPper       1 0.0000000040893  74
## - Blkedper      1 0.0000000041464  74
## - barthag_rk    1 0.0000000042359  74
## - FTRate        1 0.0000000042434  74
## - adj_o         1 0.0000000043292  74
## - barthag       1 0.0000000045699  74
## - threePRate    1 0.0000000045818  74
## <none>            0.0000000034230  76
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Op.Ftper      1 0.0000000034483  72
## - nc_fut_sos    1 0.0000000034550  72
## - OpORebper     1 0.0000000034571  72
## - nc_cur_sos    1 0.0000000034593  72
## - threePper     1 0.0000000034710  72
## - EliteSOS      1 0.0000000034920  72
## - EffHgt        1 0.0000000035037  72
## - threePRateD   1 0.0000000035083  72
## - TOVperD       1 0.0000000035316  72
## - AvgHgt        1 0.0000000035387  72
## - adj_o_rk      1 0.0000000035478  72
## - ov_elite_sos  1 0.0000000035478  72
## - Ftper         1 0.0000000035732  72
## - PPPDef        1 0.0000000036128  72
## - FTRateD       1 0.0000000036505  72
## - Talent        1 0.0000000036580  72
## - ov_fut_sos    1 0.0000000036918  72
## - TOVper        1 0.0000000037622  72
## - twoPperD      1 0.0000000037638  72
## - Exp           1 0.0000000038065  72
## - RawT          1 0.0000000038711  72
## - threePperD    1 0.0000000038740  72
## - Astper        1 0.0000000038927  72
## - wab           1 0.0000000038968  72
## - Blkper        1 0.0000000039013  72
## - eFGD.         1 0.0000000040026  72
## - PPPOff        1 0.0000000040307  72
## - adj_d         1 0.0000000040984  72
## - adj_t         1 0.0000000041443  72
## - twoPper       1 0.0000000041529  72
## - barthag_rk    1 0.0000000043368  72
## - Blkedper      1 0.0000000043849  72
## - adj_o         1 0.0000000044822  72
## - FTRate        1 0.0000000045738  72
## - threePRate    1 0.0000000046040  72
## - barthag       1 0.0000000048082  72
## <none>            0.0000000034309  74
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_fut_sos    1 0.0000000034726  70
## - threePper     1 0.0000000034761  70
## - nc_cur_sos    1 0.0000000034773  70
## - EliteSOS      1 0.0000000034945  70
## - EffHgt        1 0.0000000035076  70
## - threePRateD   1 0.0000000035128  70
## - ov_elite_sos  1 0.0000000035522  70
## - adj_o_rk      1 0.0000000035573  70
## - Ftper         1 0.0000000035740  70
## - AvgHgt        1 0.0000000035906  70
## - OpORebper     1 0.0000000036439  70
## - ov_fut_sos    1 0.0000000036942  70
## - FTRateD       1 0.0000000037006  70
## - Talent        1 0.0000000037299  70
## - TOVperD       1 0.0000000037737  70
## - TOVper        1 0.0000000037913  70
## - twoPperD      1 0.0000000038209  70
## - Exp           1 0.0000000039021  70
## - Blkper        1 0.0000000039086  70
## - Astper        1 0.0000000039276  70
## - wab           1 0.0000000039390  70
## - RawT          1 0.0000000039415  70
## - threePperD    1 0.0000000039448  70
## - PPPOff        1 0.0000000040434  70
## - PPPDef        1 0.0000000041752  70
## - twoPper       1 0.0000000042009  70
## - adj_d         1 0.0000000042041  70
## - adj_t         1 0.0000000042299  70
## - eFGD.         1 0.0000000042856  70
## - barthag_rk    1 0.0000000043426  70
## - Blkedper      1 0.0000000044037  70
## - adj_o         1 0.0000000044984  70
## - threePRate    1 0.0000000046181  70
## - FTRate        1 0.0000000047484  70
## - barthag       1 0.0000000048280  70
## <none>            0.0000000034483  72
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=70
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + threePRate + threePRateD + AvgHgt + EffHgt + Exp + 
##     Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePper     1 0.0000000035020  68
## - EliteSOS      1 0.0000000035197  68
## - EffHgt        1 0.0000000035279  68
## - threePRateD   1 0.0000000035392  68
## - ov_elite_sos  1 0.0000000035788  68
## - adj_o_rk      1 0.0000000035813  68
## - Ftper         1 0.0000000035924  68
## - AvgHgt        1 0.0000000036263  68
## - OpORebper     1 0.0000000036709  68
## - ov_fut_sos    1 0.0000000037164  68
## - FTRateD       1 0.0000000037333  68
## - Talent        1 0.0000000037500  68
## - TOVper        1 0.0000000038063  68
## - TOVperD       1 0.0000000038081  68
## - twoPperD      1 0.0000000038421  68
## - Exp           1 0.0000000039458  68
## - RawT          1 0.0000000039496  68
## - Astper        1 0.0000000039499  68
## - Blkper        1 0.0000000039556  68
## - threePperD    1 0.0000000039626  68
## - wab           1 0.0000000039776  68
## - nc_cur_sos    1 0.0000000040232  68
## - PPPOff        1 0.0000000040763  68
## - twoPper       1 0.0000000042127  68
## - PPPDef        1 0.0000000042152  68
## - adj_d         1 0.0000000042245  68
## - adj_t         1 0.0000000042424  68
## - eFGD.         1 0.0000000043070  68
## - barthag_rk    1 0.0000000043469  68
## - Blkedper      1 0.0000000044124  68
## - adj_o         1 0.0000000045288  68
## - threePRate    1 0.0000000046374  68
## - FTRate        1 0.0000000047847  68
## - barthag       1 0.0000000048401  68
## <none>            0.0000000034726  70
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=68
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + threePRateD + AvgHgt + EffHgt + Exp + Talent + 
##     Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - EffHgt        1 0.0000000035431  66
## - threePRateD   1 0.0000000035734  66
## - EliteSOS      1 0.0000000035812  66
## - Ftper         1 0.0000000036101  66
## - ov_elite_sos  1 0.0000000036521  66
## - adj_o_rk      1 0.0000000036713  66
## - AvgHgt        1 0.0000000036717  66
## - OpORebper     1 0.0000000037198  66
## - FTRateD       1 0.0000000037522  66
## - Talent        1 0.0000000037640  66
## - ov_fut_sos    1 0.0000000037749  66
## - TOVper        1 0.0000000038355  66
## - twoPperD      1 0.0000000038714  66
## - TOVperD       1 0.0000000039266  66
## - Astper        1 0.0000000039711  66
## - Exp           1 0.0000000039833  66
## - threePperD    1 0.0000000039842  66
## - RawT          1 0.0000000039876  66
## - Blkper        1 0.0000000040148  66
## - wab           1 0.0000000040256  66
## - nc_cur_sos    1 0.0000000040513  66
## - PPPOff        1 0.0000000041119  66
## - twoPper       1 0.0000000042087  66
## - eFGD.         1 0.0000000043340  66
## - adj_t         1 0.0000000043383  66
## - barthag_rk    1 0.0000000043766  66
## - Blkedper      1 0.0000000044383  66
## - adj_d         1 0.0000000044760  66
## - PPPDef        1 0.0000000045063  66
## - threePRate    1 0.0000000046491  66
## - barthag       1 0.0000000048625  66
## - adj_o         1 0.0000000049313  66
## - FTRate        1 0.0000000051283  66
## <none>            0.0000000035020  68
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=66
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + threePRateD + AvgHgt + Exp + Talent + Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Ftper         1 0.0000000036146  64
## - EliteSOS      1 0.0000000036266  64
## - threePRateD   1 0.0000000036664  64
## - ov_elite_sos  1 0.0000000036745  64
## - adj_o_rk      1 0.0000000036875  64
## - OpORebper     1 0.0000000037353  64
## - ov_fut_sos    1 0.0000000037752  64
## - Talent        1 0.0000000037966  64
## - TOVper        1 0.0000000038403  64
## - AvgHgt        1 0.0000000038596  64
## - FTRateD       1 0.0000000038697  64
## - twoPperD      1 0.0000000039053  64
## - TOVperD       1 0.0000000039443  64
## - Astper        1 0.0000000039774  64
## - Blkper        1 0.0000000040288  64
## - threePperD    1 0.0000000040365  64
## - nc_cur_sos    1 0.0000000040515  64
## - RawT          1 0.0000000040781  64
## - wab           1 0.0000000041174  64
## - PPPOff        1 0.0000000041194  64
## - Exp           1 0.0000000041993  64
## - twoPper       1 0.0000000042410  64
## - eFGD.         1 0.0000000043564  64
## - barthag_rk    1 0.0000000044836  64
## - adj_d         1 0.0000000044906  64
## - PPPDef        1 0.0000000045341  64
## - adj_t         1 0.0000000045566  64
## - threePRate    1 0.0000000046651  64
## - Blkedper      1 0.0000000047053  64
## - adj_o         1 0.0000000049631  64
## - barthag       1 0.0000000050686  64
## - FTRate        1 0.0000000053090  64
## <none>            0.0000000035431  66
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=64
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + threePRateD + AvgHgt + Exp + Talent + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePRateD   1 0.0000000036999  62
## - adj_o_rk      1 0.0000000037141  62
## - ov_fut_sos    1 0.0000000037709  62
## - ov_elite_sos  1 0.0000000037786  62
## - EliteSOS      1 0.0000000037854  62
## - OpORebper     1 0.0000000038198  62
## - TOVper        1 0.0000000038397  62
## - AvgHgt        1 0.0000000038750  62
## - twoPperD      1 0.0000000039106  62
## - Talent        1 0.0000000039515  62
## - FTRateD       1 0.0000000039515  62
## - TOVperD       1 0.0000000039803  62
## - threePperD    1 0.0000000040649  62
## - RawT          1 0.0000000041062  62
## - wab           1 0.0000000041097  62
## - Blkper        1 0.0000000041146  62
## - PPPOff        1 0.0000000041201  62
## - Astper        1 0.0000000041651  62
## - nc_cur_sos    1 0.0000000041994  62
## - Exp           1 0.0000000042306  62
## - eFGD.         1 0.0000000043569  62
## - twoPper       1 0.0000000043642  62
## - barthag_rk    1 0.0000000044945  62
## - adj_d         1 0.0000000044945  62
## - PPPDef        1 0.0000000045517  62
## - adj_t         1 0.0000000045643  62
## - Blkedper      1 0.0000000047469  62
## - threePRate    1 0.0000000048742  62
## - adj_o         1 0.0000000049864  62
## - barthag       1 0.0000000051110  62
## - FTRate        1 0.0000000054173  62
## <none>            0.0000000036146  64
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=62
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + AvgHgt + Exp + Talent + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_o_rk      1 0.0000000038186  60
## - EliteSOS      1 0.0000000038484  60
## - ov_elite_sos  1 0.0000000038696  60
## - ov_fut_sos    1 0.0000000038968  60
## - OpORebper     1 0.0000000039527  60
## - twoPperD      1 0.0000000039643  60
## - FTRateD       1 0.0000000039810  60
## - AvgHgt        1 0.0000000039994  60
## - TOVper        1 0.0000000040003  60
## - Talent        1 0.0000000040626  60
## - TOVperD       1 0.0000000040868  60
## - RawT          1 0.0000000041086  60
## - PPPOff        1 0.0000000041627  60
## - Blkper        1 0.0000000041844  60
## - nc_cur_sos    1 0.0000000042052  60
## - threePperD    1 0.0000000042253  60
## - wab           1 0.0000000042511  60
## - Astper        1 0.0000000043589  60
## - barthag_rk    1 0.0000000044876  60
## - adj_d         1 0.0000000044994  60
## - Exp           1 0.0000000045314  60
## - adj_t         1 0.0000000045969  60
## - eFGD.         1 0.0000000046047  60
## - PPPDef        1 0.0000000047366  60
## - threePRate    1 0.0000000048778  60
## - twoPper       1 0.0000000049214  60
## - adj_o         1 0.0000000050546  60
## - barthag       1 0.0000000050986  60
## - Blkedper      1 0.0000000051020  60
## - FTRate        1 0.0000000054590  60
## <none>            0.0000000036999  62
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=60
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPper + 
##     twoPperD + threePperD + Blkper + Blkedper + Astper + threePRate + 
##     AvgHgt + Exp + Talent + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_fut_sos    1 0.0000000039471  58
## - ov_elite_sos  1 0.0000000039911  58
## - twoPperD      1 0.0000000040038  58
## - EliteSOS      1 0.0000000040160  58
## - AvgHgt        1 0.0000000040493  58
## - FTRateD       1 0.0000000040707  58
## - OpORebper     1 0.0000000040804  58
## - TOVper        1 0.0000000041198  58
## - Talent        1 0.0000000041515  58
## - PPPOff        1 0.0000000041735  58
## - RawT          1 0.0000000042092  58
## - TOVperD       1 0.0000000042102  58
## - threePperD    1 0.0000000042221  58
## - nc_cur_sos    1 0.0000000042345  58
## - wab           1 0.0000000042731  58
## - Blkper        1 0.0000000042956  58
## - Astper        1 0.0000000043925  58
## - barthag_rk    1 0.0000000045495  58
## - Exp           1 0.0000000045650  58
## - adj_d         1 0.0000000046049  58
## - eFGD.         1 0.0000000046106  58
## - adj_t         1 0.0000000046234  58
## - threePRate    1 0.0000000049595  58
## - twoPper       1 0.0000000049862  58
## - PPPDef        1 0.0000000051036  58
## - barthag       1 0.0000000051234  58
## - Blkedper      1 0.0000000052431  58
## - adj_o         1 0.0000000052476  58
## - FTRate        1 0.0000000058554  58
## <none>            0.0000000038186  60
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=58
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + ov_elite_sos + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + OpORebper + RawT + twoPper + twoPperD + 
##     threePperD + Blkper + Blkedper + Astper + threePRate + AvgHgt + 
##     Exp + Talent + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_elite_sos  1 0.0000000039961  56
## - FTRateD       1 0.0000000040569  56
## - EliteSOS      1 0.0000000040586  56
## - twoPperD      1 0.0000000041560  56
## - PPPOff        1 0.0000000042133  56
## - RawT          1 0.0000000042332  56
## - Talent        1 0.0000000042434  56
## - TOVper        1 0.0000000042484  56
## - wab           1 0.0000000043727  56
## - AvgHgt        1 0.0000000043970  56
## - threePperD    1 0.0000000044388  56
## - OpORebper     1 0.0000000044610  56
## - nc_cur_sos    1 0.0000000044641  56
## - Blkper        1 0.0000000045169  56
## - adj_d         1 0.0000000046151  56
## - Exp           1 0.0000000046181  56
## - barthag_rk    1 0.0000000046932  56
## - adj_t         1 0.0000000046980  56
## - TOVperD       1 0.0000000047736  56
## - eFGD.         1 0.0000000049082  56
## - Astper        1 0.0000000049364  56
## - twoPper       1 0.0000000049907  56
## - barthag       1 0.0000000051708  56
## - adj_o         1 0.0000000053279  56
## - threePRate    1 0.0000000053738  56
## - Blkedper      1 0.0000000054163  56
## - PPPDef        1 0.0000000056867  56
## - FTRate        1 0.0000000060583  56
## <none>            0.0000000039471  58
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=56
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     OpORebper + RawT + twoPper + twoPperD + threePperD + Blkper + 
##     Blkedper + Astper + threePRate + AvgHgt + Exp + Talent + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df        Deviance AIC
## - FTRateD     1 0.0000000041059  54
## - EliteSOS    1 0.0000000041287  54
## - PPPOff      1 0.0000000042312  54
## - Talent      1 0.0000000042618  54
## - TOVper      1 0.0000000042744  54
## - twoPperD    1 0.0000000043046  54
## - RawT        1 0.0000000043431  54
## - wab         1 0.0000000043932  54
## - AvgHgt      1 0.0000000044097  54
## - OpORebper   1 0.0000000044671  54
## - nc_cur_sos  1 0.0000000045091  54
## - threePperD  1 0.0000000045335  54
## - Blkper      1 0.0000000045805  54
## - Exp         1 0.0000000046229  54
## - adj_d       1 0.0000000046528  54
## - barthag_rk  1 0.0000000047419  54
## - TOVperD     1 0.0000000047823  54
## - adj_t       1 0.0000000048021  54
## - Astper      1 0.0000000049875  54
## - twoPper     1 0.0000000050815  54
## - eFGD.       1 0.0000000051890  54
## - barthag     1 0.0000000051906  54
## - adj_o       1 0.0000000053342  54
## - threePRate  1 0.0000000055531  54
## - PPPDef      1 0.0000000057057  54
## - Blkedper    1 0.0000000060633  54
## - FTRate      1 0.0000000061059  54
## <none>          0.0000000039961  56
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=54
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper + 
##     RawT + twoPper + twoPperD + threePperD + Blkper + Blkedper + 
##     Astper + threePRate + AvgHgt + Exp + Talent + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df        Deviance AIC
## - EliteSOS    1 0.0000000041715  52
## - Talent      1 0.0000000042799  52
## - PPPOff      1 0.0000000042902  52
## - RawT        1 0.0000000043633  52
## - TOVper      1 0.0000000043951  52
## - wab         1 0.0000000043970  52
## - twoPperD    1 0.0000000044249  52
## - AvgHgt      1 0.0000000044559  52
## - threePperD  1 0.0000000045740  52
## - nc_cur_sos  1 0.0000000046322  52
## - Blkper      1 0.0000000046841  52
## - adj_d       1 0.0000000047333  52
## - OpORebper   1 0.0000000047420  52
## - barthag_rk  1 0.0000000047424  52
## - adj_t       1 0.0000000048364  52
## - Exp         1 0.0000000049321  52
## - Astper      1 0.0000000049918  52
## - barthag     1 0.0000000051957  52
## - twoPper     1 0.0000000052563  52
## - adj_o       1 0.0000000053397  52
## - threePRate  1 0.0000000055712  52
## - eFGD.       1 0.0000000056262  52
## - TOVperD     1 0.0000000060350  52
## - Blkedper    1 0.0000000061570  52
## - FTRate      1 0.0000000063738  52
## - PPPDef      1 0.0000000072191  52
## <none>          0.0000000041059  54
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=52
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper + 
##     RawT + twoPper + twoPperD + threePperD + Blkper + Blkedper + 
##     Astper + threePRate + AvgHgt + Exp + Talent + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df        Deviance AIC
## - PPPOff      1 0.0000000043002  50
## - Talent      1 0.0000000043470  50
## - RawT        1 0.0000000043766  50
## - AvgHgt      1 0.0000000044819  50
## - twoPperD    1 0.0000000045695  50
## - TOVper      1 0.0000000046117  50
## - threePperD  1 0.0000000047220  50
## - Blkper      1 0.0000000047332  50
## - adj_d       1 0.0000000047520  50
## - wab         1 0.0000000047843  50
## - OpORebper   1 0.0000000047944  50
## - nc_cur_sos  1 0.0000000048252  50
## - barthag_rk  1 0.0000000049416  50
## - adj_t       1 0.0000000049731  50
## - Astper      1 0.0000000050054  50
## - Exp         1 0.0000000051918  50
## - barthag     1 0.0000000054594  50
## - threePRate  1 0.0000000056076  50
## - twoPper     1 0.0000000056762  50
## - TOVperD     1 0.0000000060517  50
## - adj_o       1 0.0000000060609  50
## - eFGD.       1 0.0000000061848  50
## - Blkedper    1 0.0000000062108  50
## - FTRate      1 0.0000000068695  50
## - PPPDef      1 0.0000000072026  50
## <none>          0.0000000041715  52
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=50
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper + 
##     RawT + twoPper + twoPperD + threePperD + Blkper + Blkedper + 
##     Astper + threePRate + AvgHgt + Exp + Talent + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df        Deviance AIC
## - RawT        1 0.0000000045628  48
## - AvgHgt      1 0.0000000045733  48
## - twoPperD    1 0.0000000045778  48
## - threePperD  1 0.0000000047182  48
## - Blkper      1 0.0000000047411  48
## - Talent      1 0.0000000047806  48
## - wab         1 0.0000000047973  48
## - TOVper      1 0.0000000048054  48
## - adj_d       1 0.0000000048401  48
## - barthag_rk  1 0.0000000049458  48
## - Exp         1 0.0000000053161  48
## - adj_t       1 0.0000000053316  48
## - OpORebper   1 0.0000000054345  48
## - barthag     1 0.0000000054722  48
## - threePRate  1 0.0000000056523  48
## - nc_cur_sos  1 0.0000000056555  48
## - twoPper     1 0.0000000057291  48
## - Astper      1 0.0000000058680  48
## - eFGD.       1 0.0000000061790  48
## - Blkedper    1 0.0000000062534  48
## - adj_o       1 0.0000000066814  48
## - FTRate      1 0.0000000070507  48
## - TOVperD     1 0.0000000072229  48
## - PPPDef      1 0.0000000082224  48
## <none>          0.0000000043002  50
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=48
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper + 
##     twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + AvgHgt + Exp + Talent + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df        Deviance AIC
## - AvgHgt      1 0.0000000047786  46
## - twoPperD    1 0.0000000048896  46
## - Talent      1 0.0000000049869  46
## - threePperD  1 0.0000000050506  46
## - wab         1 0.0000000051394  46
## - barthag_rk  1 0.0000000051592  46
## - TOVper      1 0.0000000051651  46
## - Blkper      1 0.0000000051937  46
## - adj_d       1 0.0000000052105  46
## - barthag     1 0.0000000056582  46
## - twoPper     1 0.0000000057996  46
## - threePRate  1 0.0000000059548  46
## - Astper      1 0.0000000061707  46
## - Exp         1 0.0000000062935  46
## - Blkedper    1 0.0000000063107  46
## - nc_cur_sos  1 0.0000000063345  46
## - eFGD.       1 0.0000000066850  46
## - OpORebper   1 0.0000000067151  46
## - adj_o       1 0.0000000067152  46
## - adj_t       1 0.0000000068923  46
## - FTRate      1 0.0000000089177  46
## - PPPDef      1 0.0000000107276  46
## - TOVperD     1 0.0000000128465  46
## <none>          0.0000000045628  48
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=46
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper + 
##     twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + Exp + Talent + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df        Deviance AIC
## - Talent      1 0.0000000052424  44
## - Blkper      1 0.0000000052613  44
## - wab         1 0.0000000052811  44
## - barthag_rk  1 0.0000000052835  44
## - TOVper      1 0.0000000052971  44
## - adj_d       1 0.0000000056288  44
## - barthag     1 0.0000000057322  44
## - twoPperD    1 0.0000000058805  44
## - twoPper     1 0.0000000060437  44
## - threePRate  1 0.0000000060657  44
## - Astper      1 0.0000000062068  44
## - threePperD  1 0.0000000064725  44
## - nc_cur_sos  1 0.0000000065129  44
## - adj_o       1 0.0000000067252  44
## - OpORebper   1 0.0000000067602  44
## - Exp         1 0.0000000067957  44
## - Blkedper    1 0.0000000069216  44
## - adj_t       1 0.0000000071296  44
## - eFGD.       1 0.0000000083411  44
## - PPPDef      1 0.0000000108802  44
## - FTRate      1 0.0000000111793  44
## - TOVperD     1 0.0000000135750  44
## <none>          0.0000000047786  46
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=44
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper + 
##     twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + Exp + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df        Deviance AIC
## - barthag_rk  1 0.0000000057046  42
## - adj_d       1 0.0000000057339  42
## - Blkper      1 0.0000000058185  42
## - barthag     1 0.0000000059174  42
## - TOVper      1 0.0000000060019  42
## - wab         1 0.0000000060981  42
## - twoPper     1 0.0000000061098  42
## - threePRate  1 0.0000000062333  42
## - twoPperD    1 0.0000000065528  42
## - nc_cur_sos  1 0.0000000068070  42
## - threePperD  1 0.0000000068865  42
## - Astper      1 0.0000000070868  42
## - adj_t       1 0.0000000072581  42
## - adj_o       1 0.0000000073433  42
## - Exp         1 0.0000000080767  42
## - Blkedper    1 0.0000000082951  42
## - OpORebper   1 0.0000000095962  42
## - eFGD.       1 0.0000000096080  42
## - PPPDef      1 0.0000000114993  42
## - FTRate      1 0.0000000138129  42
## - TOVperD     1 0.0000000181122  42
## <none>          0.0000000052424  44
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=42
## conf_winner ~ barthag + adj_o + adj_d + adj_t + wab + nc_cur_sos + 
##     eFGD. + FTRate + TOVper + TOVperD + OpORebper + twoPper + 
##     twoPperD + threePperD + Blkper + Blkedper + Astper + threePRate + 
##     Exp + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df        Deviance AIC
## - adj_d       1 0.0000000060320  40
## - wab         1 0.0000000062698  40
## - TOVper      1 0.0000000063860  40
## - Blkper      1 0.0000000063988  40
## - barthag     1 0.0000000064433  40
## - twoPper     1 0.0000000064931  40
## - threePRate  1 0.0000000065422  40
## - twoPperD    1 0.0000000068936  40
## - threePperD  1 0.0000000072296  40
## - adj_o       1 0.0000000073495  40
## - Astper      1 0.0000000077066  40
## - adj_t       1 0.0000000082619  40
## - Blkedper    1 0.0000000082971  40
## - nc_cur_sos  1 0.0000000083692  40
## - Exp         1 0.0000000088778  40
## - OpORebper   1 0.0000000096102  40
## - eFGD.       1 0.0000000102030  40
## - PPPDef      1 0.0000000120741  40
## - FTRate      1 0.0000000139101  40
## - TOVperD     1 0.0000000192002  40
## <none>          0.0000000057046  42
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=40
## conf_winner ~ barthag + adj_o + adj_t + wab + nc_cur_sos + eFGD. + 
##     FTRate + TOVper + TOVperD + OpORebper + twoPper + twoPperD + 
##     threePperD + Blkper + Blkedper + Astper + threePRate + Exp + 
##     PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df        Deviance AIC
## - wab         1 0.0000000063990  38
## - barthag     1 0.0000000064495  38
## - TOVper      1 0.0000000064759  38
## - Blkper      1 0.0000000068035  38
## - twoPperD    1 0.0000000069704  38
## - twoPper     1 0.0000000072479  38
## - threePperD  1 0.0000000072798  38
## - Astper      1 0.0000000077526  38
## - adj_o       1 0.0000000078535  38
## - threePRate  1 0.0000000082081  38
## - Blkedper    1 0.0000000083017  38
## - adj_t       1 0.0000000089553  38
## - Exp         1 0.0000000089973  38
## - eFGD.       1 0.0000000102426  38
## - OpORebper   1 0.0000000106909  38
## - nc_cur_sos  1 0.0000000125976  38
## - FTRate      1 0.0000000140591  38
## - PPPDef      1 0.0000000145097  38
## - TOVperD     1 0.0000000194963  38
## <none>          0.0000000060320  40
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=38
## conf_winner ~ barthag + adj_o + adj_t + nc_cur_sos + eFGD. + 
##     FTRate + TOVper + TOVperD + OpORebper + twoPper + twoPperD + 
##     threePperD + Blkper + Blkedper + Astper + threePRate + Exp + 
##     PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df       Deviance AIC
## - TOVper      1 0.000000006642  36
## - barthag     1 0.000000006716  36
## - Blkper      1 0.000000007516  36
## - Astper      1 0.000000008078  36
## - twoPperD    1 0.000000008255  36
## - threePperD  1 0.000000008490  36
## - adj_t       1 0.000000009330  36
## - adj_o       1 0.000000009630  36
## - twoPper     1 0.000000010689  36
## - threePRate  1 0.000000010765  36
## - Exp         1 0.000000011063  36
## - OpORebper   1 0.000000011104  36
## - Blkedper    1 0.000000011591  36
## - eFGD.       1 0.000000014660  36
## - nc_cur_sos  1 0.000000016447  36
## - FTRate      1 0.000000018764  36
## - PPPDef      1 0.000000019069  36
## - TOVperD     1 0.000000033462  36
## <none>          0.000000006399  38
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=36
## conf_winner ~ barthag + adj_o + adj_t + nc_cur_sos + eFGD. + 
##     FTRate + TOVperD + OpORebper + twoPper + twoPperD + threePperD + 
##     Blkper + Blkedper + Astper + threePRate + Exp + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df       Deviance AIC
## - barthag     1 0.000000006989  34
## - twoPperD    1 0.000000008208  34
## - threePperD  1 0.000000008756  34
## - Blkper      1 0.000000009243  34
## - adj_t       1 0.000000009902  34
## - twoPper     1 0.000000010690  34
## - Astper      1 0.000000011127  34
## - OpORebper   1 0.000000011473  34
## - Exp         1 0.000000011503  34
## - threePRate  1 0.000000012013  34
## - Blkedper    1 0.000000012481  34
## - adj_o       1 0.000000013623  34
## - eFGD.       1 0.000000014975  34
## - FTRate      1 0.000000020904  34
## - nc_cur_sos  1 0.000000022924  34
## - PPPDef      1 0.000000032978  34
## - TOVperD     1 0.000000040096  34
## <none>          0.000000006642  36
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=34
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     OpORebper + twoPper + twoPperD + threePperD + Blkper + Blkedper + 
##     Astper + threePRate + Exp + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df Deviance   AIC
## - twoPperD    1     0.00 32.00
## - threePperD  1     0.00 32.00
## - Blkper      1     0.00 32.00
## - adj_t       1     0.00 32.00
## - Astper      1     0.00 32.00
## - twoPper     1     0.00 32.00
## - OpORebper   1     0.00 32.00
## - Exp         1     0.00 32.00
## - threePRate  1     0.00 32.00
## - Blkedper    1     0.00 32.00
## - eFGD.       1     0.00 32.00
## - FTRate      1     0.00 32.00
## - nc_cur_sos  1     0.00 32.00
## - PPPDef      1     0.00 32.00
## - TOVperD     1     0.00 32.00
## <none>              0.00 34.00
## - adj_o       1    21.01 53.01
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=32
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     OpORebper + twoPper + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + Exp + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df Deviance   AIC
## - threePperD  1     0.00 30.00
## - Astper      1     0.00 30.00
## - OpORebper   1     0.00 30.00
## - Blkper      1     0.00 30.00
## - Exp         1     0.00 30.00
## - twoPper     1     0.00 30.00
## - adj_t       1     0.00 30.00
## - threePRate  1     0.00 30.00
## - Blkedper    1     0.00 30.00
## - FTRate      1     0.00 30.00
## - PPPDef      1     0.00 30.00
## - nc_cur_sos  1     0.00 30.00
## - TOVperD     1     0.00 30.00
## - eFGD.       1     0.00 30.00
## <none>              0.00 32.00
## - adj_o       1    21.26 51.26
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=30
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     OpORebper + twoPper + Blkper + Blkedper + Astper + threePRate + 
##     Exp + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df Deviance    AIC
## - OpORebper   1    0.000 28.000
## - Astper      1    0.000 28.000
## - Exp         1    0.000 28.000
## - Blkper      1    0.000 28.000
## - twoPper     1    0.000 28.000
## - threePRate  1    0.000 28.000
## - Blkedper    1    0.000 28.000
## - adj_t       1    0.000 28.000
## - FTRate      1    0.000 28.000
## - PPPDef      1    0.000 28.000
## - nc_cur_sos  1    0.000 28.000
## - TOVperD     1    0.000 28.000
## - eFGD.       1    0.000 28.000
## <none>             0.000 30.000
## - adj_o       1   22.909 50.909
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=28
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     twoPper + Blkper + Blkedper + Astper + threePRate + Exp + 
##     PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df Deviance    AIC
## - Exp         1    0.000 26.000
## - threePRate  1    0.000 26.000
## - Astper      1    0.000 26.000
## - Blkper      1    0.000 26.000
## - Blkedper    1    0.000 26.000
## - adj_t       1    0.000 26.000
## - PPPDef      1    0.000 26.000
## - twoPper     1    0.000 26.000
## - FTRate      1    0.000 26.000
## - eFGD.       1    0.000 26.000
## <none>             0.000 28.000
## - nc_cur_sos  1   15.786 41.786
## - adj_o       1   23.724 49.724
## - TOVperD     1   72.087 98.087
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=26
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     twoPper + Blkper + Blkedper + Astper + threePRate + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df Deviance    AIC
## - threePRate  1    0.000 24.000
## - Blkedper    1    0.000 24.000
## - Astper      1    0.000 24.000
## - adj_t       1    0.000 24.000
## - twoPper     1    0.000 24.000
## - Blkper      1    0.000 24.000
## - PPPDef      1    0.000 24.000
## <none>             0.000 26.000
## - TOVperD     1   13.566 37.566
## - FTRate      1   14.459 38.459
## - eFGD.       1   25.693 49.693
## - adj_o       1   26.287 50.287
## - nc_cur_sos  1   26.838 50.838
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=24
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     twoPper + Blkper + Blkedper + Astper + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df Deviance    AIC
## - Blkedper    1     0.00  22.00
## - Astper      1     0.00  22.00
## - adj_t       1     0.00  22.00
## - twoPper     1     0.00  22.00
## <none>              0.00  24.00
## - Blkper      1     8.65  30.65
## - TOVperD     1    14.83  36.83
## - FTRate      1    17.03  39.03
## - eFGD.       1    27.45  49.45
## - nc_cur_sos  1    29.59  51.59
## - adj_o       1    32.41  54.41
## - PPPDef      1   576.70 598.70
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=22
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     twoPper + Blkper + Astper + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df Deviance    AIC
## - Astper      1    0.000 20.000
## - twoPper     1    0.000 20.000
## - adj_t       1    0.000 20.000
## <none>             0.000 22.000
## - Blkper      1   12.557 32.557
## - PPPDef      1   14.933 34.933
## - TOVperD     1   19.033 39.033
## - FTRate      1   21.477 41.477
## - eFGD.       1   27.651 47.651
## - adj_o       1   37.326 57.326
## - nc_cur_sos  1   39.165 59.165
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=20
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     twoPper + Blkper + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df Deviance    AIC
## - twoPper     1    0.000 18.000
## <none>             0.000 20.000
## - Blkper      1   14.628 32.628
## - adj_t       1   15.767 33.767
## - PPPDef      1   17.153 35.153
## - TOVperD     1   19.765 37.765
## - FTRate      1   23.816 41.816
## - eFGD.       1   28.236 46.236
## - adj_o       1   37.372 55.372
## - nc_cur_sos  1   39.388 57.388
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=18
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     Blkper + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df Deviance    AIC
## <none>             0.000 18.000
## - Blkper      1   15.463 31.463
## - adj_t       1   15.774 31.774
## - PPPDef      1   19.260 35.260
## - TOVperD     1   22.915 38.915
## - FTRate      1   25.641 41.641
## - eFGD.       1   28.247 44.247
## - nc_cur_sos  1   40.127 56.127
## - adj_o       1   53.324 69.324
summary(B12_lm.backward)
## 
## Call:
## glm(formula = conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + 
##     FTRate + TOVperD + Blkper + PPPDef, family = "binomial", 
##     data = B12_train.df, na.action = na.exclude)
## 
## Coefficients:
##               Estimate Std. Error z value Pr(>|z|)
## (Intercept)   -7555.81  582884.07  -0.013    0.990
## adj_o            86.30    6935.49   0.012    0.990
## adj_t           -54.09    4098.13  -0.013    0.989
## nc_cur_sos     5578.29  418647.89   0.013    0.989
## eFGD.          -369.48   30388.66  -0.012    0.990
## FTRate          -44.09    3305.90  -0.013    0.989
## TOVperD         219.92   16832.30   0.013    0.990
## Blkper          -50.45    5547.40  -0.009    0.993
## PPPDef        13398.72 1063636.24   0.013    0.990
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 85.35107105843  on 133  degrees of freedom
## Residual deviance:  0.00000046946  on 125  degrees of freedom
## AIC: 18
## 
## Number of Fisher Scoring iterations: 25
#accuracy
B12.lm.back.pred <- predict(B12_lm.backward, B12_valid.df, na.action = na.pass)
accuracy(B12.lm.back.pred, B12_valid.df$conf_winner)
##                ME     RMSE      MAE MPE MAPE
## Test set 1148.187 1418.803 1178.849 NaN  Inf

Based on the backward selection, it is important to note that the variables selected from our function are adj_o, adj_t, nc_cur_sos, eFGD., FTRate, TOVperD, Blkper, PPPDef. As stated before, positive coefficients increase the likelihood of being a conference winner while negative coefficients decrease the likelihood of being a conference winner. None of the coefficients for the predictors are statistically significant, as indicated by the p-values (all greater than 0.05). The AIC is 18 which is very low, providing a measure of model fit. A lower AIC indicates a better-fitting model. The intercept has a very large negative value, indicating an extreme estimate. This could be a result of multicollinearity or other issues in model estimation.

Forward Selection

B12.lm.null <- lm(conf_winner ~ 1, data = B12_train.df, na.action = na.exclude)
B12.lm.forward <- step(B12.lm.null, direction = 'forward', scope = list(lower = B12.lm.null, upper = B12_lm))
## Start:  AIC=-324.28
## conf_winner ~ 1
## 
##                Df Sum of Sq     RSS     AIC
## + wab           1   2.82450  8.9143 -359.16
## + Talent        1   1.65848 10.0803 -342.69
## + nc_elite_sos  1   1.65760 10.0812 -342.68
## + eFG           1   1.62958 10.1092 -342.31
## + adj_o         1   1.50517 10.2336 -340.67
## + nc_fut_sos    1   1.39179 10.3470 -339.19
## + nc_cur_sos    1   1.38247 10.3563 -339.07
## + eFGD.         1   1.27968 10.4591 -337.75
## + PPPOff        1   1.26617 10.4726 -337.58
## + twoPper       1   1.21045 10.5284 -336.86
## + barthag       1   1.16769 10.5711 -336.32
## + twoPperD      1   1.15276 10.5861 -336.13
## + ov_fut_sos    1   1.15125 10.5876 -336.11
## + ov_cur_sos    1   1.14177 10.5970 -335.99
## + adj_d         1   1.12555 10.6133 -335.79
## + barthag_rk    1   1.07946 10.6593 -335.21
## + threePper     1   1.00260 10.7362 -334.25
## + adj_o_rk      1   0.87995 10.8589 -332.72
## + adj_d_rk      1   0.86963 10.8692 -332.60
## + ov_elite_sos  1   0.78269 10.9561 -331.53
## + Blkper        1   0.74239 10.9964 -331.04
## + EliteSOS      1   0.73508 11.0037 -330.95
## + PPPDef        1   0.71812 11.0207 -330.74
## + threePperD    1   0.36051 11.3783 -326.46
## + OpORebper     1   0.24341 11.4954 -325.09
## + FTRateD       1   0.19979 11.5390 -324.58
## <none>                      11.7388 -324.28
## + TOVper        1   0.16114 11.5777 -324.13
## + Orebper       1   0.12579 11.6130 -323.73
## + Exp           1   0.12255 11.6163 -323.69
## + EffHgt        1   0.12138 11.6174 -323.67
## + TOVperD       1   0.10631 11.6325 -323.50
## + AvgHgt        1   0.10470 11.6341 -323.48
## + adj_t_rk      1   0.08702 11.6518 -323.28
## + threePRate    1   0.06965 11.6692 -323.08
## + Adj.T         1   0.06007 11.6787 -322.97
## + Astper        1   0.04785 11.6910 -322.83
## + RawT          1   0.04160 11.6972 -322.76
## + adj_t         1   0.03387 11.7049 -322.67
## + FTRate        1   0.02492 11.7139 -322.57
## + OpAstper      1   0.01997 11.7188 -322.51
## + threePRateD   1   0.01432 11.7245 -322.45
## + Ftper         1   0.00532 11.7335 -322.34
## + Op.Ftper      1   0.00403 11.7348 -322.33
## + Blkedper      1   0.00181 11.7370 -322.30
## 
## Step:  AIC=-359.16
## conf_winner ~ wab
## 
##                Df Sum of Sq    RSS     AIC
## + barthag_rk    1   0.84819 8.0661 -370.56
## + barthag       1   0.75556 8.1588 -369.03
## + Exp           1   0.68606 8.2282 -367.90
## + Talent        1   0.40251 8.5118 -363.36
## + nc_elite_sos  1   0.35859 8.5557 -362.67
## + nc_fut_sos    1   0.24313 8.6712 -360.87
## + nc_cur_sos    1   0.24179 8.6725 -360.85
## + adj_o_rk      1   0.18825 8.7261 -360.02
## + TOVperD       1   0.17410 8.7402 -359.81
## + twoPperD      1   0.16790 8.7464 -359.71
## + threePper     1   0.14318 8.7711 -359.33
## + eFGD.         1   0.13663 8.7777 -359.23
## <none>                      8.9143 -359.16
## + eFG           1   0.11944 8.7949 -358.97
## + threePRate    1   0.10368 8.8106 -358.73
## + Orebper       1   0.09333 8.8210 -358.57
## + TOVper        1   0.09250 8.8218 -358.56
## + Blkedper      1   0.09132 8.8230 -358.54
## + ov_fut_sos    1   0.08910 8.8252 -358.51
## + ov_cur_sos    1   0.08830 8.8260 -358.50
## + EffHgt        1   0.08217 8.8321 -358.41
## + Blkper        1   0.07363 8.8407 -358.28
## + ov_elite_sos  1   0.06169 8.8526 -358.09
## + EliteSOS      1   0.06044 8.8539 -358.08
## + RawT          1   0.04799 8.8663 -357.89
## + adj_t         1   0.04793 8.8664 -357.89
## + twoPper       1   0.03968 8.8746 -357.76
## + AvgHgt        1   0.03616 8.8781 -357.71
## + Adj.T         1   0.03229 8.8820 -357.65
## + adj_d_rk      1   0.02559 8.8887 -357.55
## + PPPOff        1   0.02303 8.8913 -357.51
## + Op.Ftper      1   0.02051 8.8938 -357.47
## + FTRate        1   0.01656 8.8977 -357.41
## + PPPDef        1   0.00987 8.9044 -357.31
## + OpORebper     1   0.00785 8.9065 -357.28
## + adj_o         1   0.00721 8.9071 -357.27
## + adj_d         1   0.00504 8.9093 -357.24
## + OpAstper      1   0.00442 8.9099 -357.23
## + adj_t_rk      1   0.00332 8.9110 -357.21
## + threePRateD   1   0.00293 8.9114 -357.21
## + threePperD    1   0.00252 8.9118 -357.20
## + FTRateD       1   0.00238 8.9119 -357.20
## + Astper        1   0.00130 8.9130 -357.18
## + Ftper         1   0.00011 8.9142 -357.17
## 
## Step:  AIC=-370.56
## conf_winner ~ wab + barthag_rk
## 
##                Df Sum of Sq    RSS     AIC
## + Exp           1   0.39741 7.6687 -375.33
## + nc_elite_sos  1   0.39426 7.6719 -375.28
## + Talent        1   0.32357 7.7425 -374.05
## + nc_fut_sos    1   0.27723 7.7889 -373.25
## + nc_cur_sos    1   0.27696 7.7892 -373.24
## + twoPperD      1   0.24095 7.8252 -372.63
## + eFGD.         1   0.20751 7.8586 -372.05
## + eFG           1   0.17930 7.8868 -371.57
## + threePper     1   0.17157 7.8945 -371.44
## + Blkper        1   0.14348 7.9226 -370.97
## <none>                      8.0661 -370.56
## + ov_cur_sos    1   0.10888 7.9572 -370.38
## + ov_fut_sos    1   0.10888 7.9572 -370.38
## + TOVperD       1   0.08901 7.9771 -370.05
## + EliteSOS      1   0.08774 7.9784 -370.03
## + ov_elite_sos  1   0.08670 7.9794 -370.01
## + EffHgt        1   0.06604 8.0001 -369.66
## + twoPper       1   0.06604 8.0001 -369.66
## + adj_d         1   0.05852 8.0076 -369.54
## + adj_o         1   0.05360 8.0125 -369.46
## + Blkedper      1   0.05015 8.0160 -369.40
## + AvgHgt        1   0.04695 8.0192 -369.34
## + FTRate        1   0.04064 8.0255 -369.24
## + Orebper       1   0.03381 8.0323 -369.13
## + threePRate    1   0.03286 8.0333 -369.11
## + barthag       1   0.03255 8.0336 -369.10
## + adj_d_rk      1   0.02175 8.0444 -368.92
## + adj_t         1   0.01848 8.0476 -368.87
## + adj_o_rk      1   0.01605 8.0501 -368.83
## + PPPOff        1   0.01500 8.0511 -368.81
## + PPPDef        1   0.01359 8.0525 -368.79
## + threePperD    1   0.00866 8.0575 -368.71
## + RawT          1   0.00863 8.0575 -368.71
## + OpAstper      1   0.00757 8.0585 -368.69
## + Op.Ftper      1   0.00734 8.0588 -368.68
## + Ftper         1   0.00536 8.0608 -368.65
## + Adj.T         1   0.00524 8.0609 -368.65
## + TOVper        1   0.00502 8.0611 -368.65
## + threePRateD   1   0.00127 8.0648 -368.58
## + OpORebper     1   0.00078 8.0653 -368.58
## + FTRateD       1   0.00073 8.0654 -368.57
## + adj_t_rk      1   0.00067 8.0654 -368.57
## + Astper        1   0.00033 8.0658 -368.57
## 
## Step:  AIC=-375.33
## conf_winner ~ wab + barthag_rk + Exp
## 
##                Df Sum of Sq    RSS     AIC
## + eFG           1   0.33140 7.3373 -379.25
## + nc_elite_sos  1   0.24928 7.4194 -377.76
## + threePper     1   0.24365 7.4251 -377.66
## + FTRate        1   0.15652 7.5122 -376.10
## + twoPper       1   0.15401 7.5147 -376.05
## + nc_fut_sos    1   0.15145 7.5173 -376.01
## + nc_cur_sos    1   0.15023 7.5185 -375.98
## + Talent        1   0.13467 7.5340 -375.71
## + ov_elite_sos  1   0.13100 7.5377 -375.64
## + EliteSOS      1   0.12944 7.5393 -375.61
## + eFGD.         1   0.11970 7.5490 -375.44
## <none>                      7.6687 -375.33
## + twoPperD      1   0.10640 7.5623 -375.20
## + ov_fut_sos    1   0.10350 7.5652 -375.15
## + ov_cur_sos    1   0.10222 7.5665 -375.13
## + Orebper       1   0.09609 7.5726 -375.02
## + adj_o         1   0.08823 7.5805 -374.88
## + Blkper        1   0.07459 7.5941 -374.64
## + barthag       1   0.06510 7.6036 -374.48
## + TOVperD       1   0.06018 7.6085 -374.39
## + AvgHgt        1   0.04786 7.6208 -374.17
## + EffHgt        1   0.03984 7.6289 -374.03
## + adj_d         1   0.03969 7.6290 -374.03
## + Blkedper      1   0.02972 7.6390 -373.85
## + threePperD    1   0.02540 7.6433 -373.78
## + PPPOff        1   0.02434 7.6444 -373.76
## + Op.Ftper      1   0.02270 7.6460 -373.73
## + Ftper         1   0.02093 7.6478 -373.70
## + adj_o_rk      1   0.02003 7.6487 -373.68
## + FTRateD       1   0.01984 7.6489 -373.68
## + adj_t         1   0.01500 7.6537 -373.59
## + threePRate    1   0.01464 7.6541 -373.59
## + PPPDef        1   0.01221 7.6565 -373.55
## + OpORebper     1   0.01213 7.6566 -373.54
## + adj_d_rk      1   0.00810 7.6606 -373.47
## + Astper        1   0.00668 7.6620 -373.45
## + RawT          1   0.00546 7.6632 -373.43
## + OpAstper      1   0.00272 7.6660 -373.38
## + threePRateD   1   0.00261 7.6661 -373.38
## + adj_t_rk      1   0.00225 7.6665 -373.37
## + Adj.T         1   0.00076 7.6680 -373.35
## + TOVper        1   0.00001 7.6687 -373.33
## 
## Step:  AIC=-379.25
## conf_winner ~ wab + barthag_rk + Exp + eFG
## 
##                Df Sum of Sq    RSS     AIC
## + nc_elite_sos  1  0.311909 7.0254 -383.07
## + eFGD.         1  0.293505 7.0438 -382.72
## + adj_d         1  0.253050 7.0843 -381.96
## + nc_fut_sos    1  0.207196 7.1301 -381.09
## + nc_cur_sos    1  0.205646 7.1317 -381.06
## + twoPperD      1  0.196765 7.1405 -380.89
## + ov_elite_sos  1  0.192476 7.1448 -380.81
## + Blkper        1  0.178591 7.1587 -380.55
## + EliteSOS      1  0.173784 7.1635 -380.46
## + ov_fut_sos    1  0.162356 7.1750 -380.25
## + ov_cur_sos    1  0.160571 7.1767 -380.22
## + adj_d_rk      1  0.157754 7.1796 -380.16
## + PPPDef        1  0.136877 7.2004 -379.78
## + Talent        1  0.128712 7.2086 -379.62
## <none>                      7.3373 -379.25
## + threePperD    1  0.104965 7.2323 -379.18
## + threePRate    1  0.091370 7.2459 -378.93
## + FTRate        1  0.087151 7.2502 -378.85
## + PPPOff        1  0.083063 7.2542 -378.78
## + EffHgt        1  0.062306 7.2750 -378.40
## + adj_t         1  0.055679 7.2816 -378.27
## + Blkedper      1  0.047657 7.2897 -378.13
## + RawT          1  0.038573 7.2987 -377.96
## + AvgHgt        1  0.035997 7.3013 -377.91
## + barthag       1  0.032246 7.3051 -377.84
## + threePper     1  0.019182 7.3181 -377.60
## + Orebper       1  0.015863 7.3214 -377.54
## + TOVperD       1  0.015370 7.3219 -377.53
## + adj_o_rk      1  0.014743 7.3226 -377.52
## + Adj.T         1  0.012099 7.3252 -377.47
## + OpORebper     1  0.011376 7.3259 -377.46
## + twoPper       1  0.010083 7.3272 -377.44
## + adj_t_rk      1  0.007045 7.3303 -377.38
## + TOVper        1  0.006166 7.3311 -377.36
## + Op.Ftper      1  0.006120 7.3312 -377.36
## + adj_o         1  0.005395 7.3319 -377.35
## + threePRateD   1  0.005183 7.3321 -377.35
## + Ftper         1  0.003286 7.3340 -377.31
## + Astper        1  0.001364 7.3359 -377.28
## + OpAstper      1  0.001278 7.3360 -377.28
## + FTRateD       1  0.000512 7.3368 -377.26
## 
## Step:  AIC=-383.07
## conf_winner ~ wab + barthag_rk + Exp + eFG + nc_elite_sos
## 
##                Df Sum of Sq    RSS     AIC
## + adj_d         1  0.315236 6.7102 -387.23
## + eFGD.         1  0.283149 6.7422 -386.59
## + PPPDef        1  0.251697 6.7737 -385.96
## + adj_d_rk      1  0.230839 6.7946 -385.55
## + twoPperD      1  0.191132 6.8343 -384.77
## + Blkper        1  0.160517 6.8649 -384.17
## + threePRate    1  0.127828 6.8976 -383.53
## <none>                      7.0254 -383.07
## + threePperD    1  0.099150 6.9262 -382.98
## + adj_t         1  0.077915 6.9475 -382.57
## + Blkedper      1  0.061133 6.9643 -382.24
## + RawT          1  0.057320 6.9681 -382.17
## + adj_o_rk      1  0.050477 6.9749 -382.04
## + PPPOff        1  0.047785 6.9776 -381.99
## + FTRate        1  0.044882 6.9805 -381.93
## + ov_elite_sos  1  0.038925 6.9865 -381.82
## + EffHgt        1  0.034695 6.9907 -381.74
## + EliteSOS      1  0.028735 6.9967 -381.62
## + Talent        1  0.028463 6.9969 -381.62
## + Adj.T         1  0.027604 6.9978 -381.60
## + barthag       1  0.022700 7.0027 -381.51
## + Ftper         1  0.016686 7.0087 -381.39
## + adj_o         1  0.015464 7.0099 -381.37
## + AvgHgt        1  0.014172 7.0112 -381.34
## + adj_t_rk      1  0.014121 7.0113 -381.34
## + ov_fut_sos    1  0.012008 7.0134 -381.30
## + threePper     1  0.011405 7.0140 -381.29
## + ov_cur_sos    1  0.011356 7.0140 -381.29
## + FTRateD       1  0.010564 7.0148 -381.27
## + TOVper        1  0.010123 7.0153 -381.27
## + threePRateD   1  0.007983 7.0174 -381.23
## + Astper        1  0.006150 7.0192 -381.19
## + TOVperD       1  0.005555 7.0198 -381.18
## + OpORebper     1  0.005144 7.0203 -381.17
## + twoPper       1  0.003697 7.0217 -381.14
## + OpAstper      1  0.001494 7.0239 -381.10
## + Op.Ftper      1  0.000497 7.0249 -381.08
## + Orebper       1  0.000422 7.0250 -381.08
## + nc_cur_sos    1  0.000005 7.0254 -381.07
## + nc_fut_sos    1  0.000002 7.0254 -381.07
## 
## Step:  AIC=-387.23
## conf_winner ~ wab + barthag_rk + Exp + eFG + nc_elite_sos + adj_d
## 
##                Df Sum of Sq    RSS     AIC
## + adj_o         1  0.281928 6.4282 -390.98
## + Blkedper      1  0.103576 6.6066 -387.31
## <none>                      6.7102 -387.23
## + threePRate    1  0.076060 6.6341 -386.75
## + Blkper        1  0.063667 6.6465 -386.50
## + threePper     1  0.062794 6.6474 -386.48
## + ov_elite_sos  1  0.057044 6.6531 -386.37
## + ov_fut_sos    1  0.056294 6.6539 -386.35
## + ov_cur_sos    1  0.054548 6.6556 -386.32
## + twoPper       1  0.054518 6.6556 -386.32
## + eFGD.         1  0.045155 6.6650 -386.13
## + TOVper        1  0.039605 6.6706 -386.02
## + EliteSOS      1  0.039590 6.6706 -386.02
## + PPPOff        1  0.038350 6.6718 -385.99
## + adj_o_rk      1  0.036128 6.6740 -385.95
## + FTRateD       1  0.023625 6.6865 -385.70
## + adj_t         1  0.021320 6.6888 -385.65
## + twoPperD      1  0.020869 6.6893 -385.64
## + FTRate        1  0.020320 6.6898 -385.63
## + OpAstper      1  0.019952 6.6902 -385.62
## + nc_fut_sos    1  0.017785 6.6924 -385.58
## + nc_cur_sos    1  0.016709 6.6935 -385.56
## + EffHgt        1  0.013909 6.6963 -385.50
## + RawT          1  0.012070 6.6981 -385.47
## + threePperD    1  0.008861 6.7013 -385.40
## + TOVperD       1  0.008722 6.7014 -385.40
## + Talent        1  0.007566 6.7026 -385.38
## + Op.Ftper      1  0.007129 6.7030 -385.37
## + Orebper       1  0.005364 6.7048 -385.33
## + adj_d_rk      1  0.004131 6.7060 -385.31
## + Adj.T         1  0.003923 6.7062 -385.30
## + barthag       1  0.003501 6.7067 -385.29
## + Ftper         1  0.001758 6.7084 -385.26
## + threePRateD   1  0.001253 6.7089 -385.25
## + OpORebper     1  0.001021 6.7091 -385.25
## + Astper        1  0.000085 6.7101 -385.23
## + AvgHgt        1  0.000077 6.7101 -385.23
## + PPPDef        1  0.000000 6.7102 -385.23
## + adj_t_rk      1  0.000000 6.7102 -385.23
## 
## Step:  AIC=-390.98
## conf_winner ~ wab + barthag_rk + Exp + eFG + nc_elite_sos + adj_d + 
##     adj_o
## 
##                Df Sum of Sq    RSS     AIC
## + Blkedper      1  0.123380 6.3049 -391.57
## <none>                      6.4282 -390.98
## + ov_fut_sos    1  0.080823 6.3474 -390.67
## + ov_cur_sos    1  0.079342 6.3489 -390.64
## + PPPOff        1  0.067841 6.3604 -390.40
## + FTRate        1  0.058727 6.3695 -390.21
## + Op.Ftper      1  0.053882 6.3744 -390.10
## + nc_fut_sos    1  0.052549 6.3757 -390.08
## + nc_cur_sos    1  0.051353 6.3769 -390.05
## + ov_elite_sos  1  0.050574 6.3777 -390.04
## + adj_d_rk      1  0.047521 6.3807 -389.97
## + adj_t         1  0.041736 6.3865 -389.85
## + threePperD    1  0.038327 6.3899 -389.78
## + EliteSOS      1  0.037609 6.3906 -389.76
## + barthag       1  0.036816 6.3914 -389.75
## + eFGD.         1  0.036545 6.3917 -389.74
## + TOVperD       1  0.034633 6.3936 -389.70
## + threePRate    1  0.027765 6.4005 -389.56
## + Orebper       1  0.027641 6.4006 -389.55
## + RawT          1  0.023986 6.4042 -389.48
## + OpORebper     1  0.019485 6.4087 -389.38
## + EffHgt        1  0.017268 6.4110 -389.34
## + Blkper        1  0.016685 6.4115 -389.32
## + AvgHgt        1  0.016598 6.4116 -389.32
## + Talent        1  0.015740 6.4125 -389.31
## + threePRateD   1  0.014138 6.4141 -389.27
## + TOVper        1  0.013118 6.4151 -389.25
## + Adj.T         1  0.010770 6.4175 -389.20
## + adj_t_rk      1  0.006655 6.4216 -389.12
## + threePper     1  0.004515 6.4237 -389.07
## + twoPper       1  0.003592 6.4246 -389.05
## + OpAstper      1  0.003431 6.4248 -389.05
## + twoPperD      1  0.003052 6.4252 -389.04
## + FTRateD       1  0.001499 6.4267 -389.01
## + adj_o_rk      1  0.001214 6.4270 -389.00
## + PPPDef        1  0.001087 6.4271 -389.00
## + Ftper         1  0.000564 6.4277 -388.99
## + Astper        1  0.000437 6.4278 -388.99
## 
## Step:  AIC=-391.57
## conf_winner ~ wab + barthag_rk + Exp + eFG + nc_elite_sos + adj_d + 
##     adj_o + Blkedper
## 
##                Df Sum of Sq    RSS     AIC
## <none>                      6.3049 -391.57
## + FTRate        1  0.072416 6.2324 -391.12
## + Op.Ftper      1  0.067735 6.2371 -391.02
## + threePRate    1  0.060513 6.2443 -390.87
## + eFGD.         1  0.058968 6.2459 -390.83
## + nc_fut_sos    1  0.053665 6.2512 -390.72
## + nc_cur_sos    1  0.051691 6.2532 -390.68
## + barthag       1  0.042075 6.2628 -390.47
## + Blkper        1  0.040638 6.2642 -390.44
## + TOVperD       1  0.040547 6.2643 -390.44
## + ov_fut_sos    1  0.038278 6.2666 -390.39
## + ov_cur_sos    1  0.036791 6.2681 -390.36
## + PPPOff        1  0.035358 6.2695 -390.33
## + threePperD    1  0.035357 6.2695 -390.33
## + TOVper        1  0.033714 6.2711 -390.29
## + adj_d_rk      1  0.029715 6.2751 -390.21
## + AvgHgt        1  0.024802 6.2801 -390.10
## + Orebper       1  0.024336 6.2805 -390.09
## + EffHgt        1  0.023921 6.2809 -390.08
## + adj_t         1  0.022423 6.2824 -390.05
## + twoPperD      1  0.015067 6.2898 -389.89
## + Talent        1  0.014478 6.2904 -389.88
## + threePRateD   1  0.012267 6.2926 -389.83
## + ov_elite_sos  1  0.012151 6.2927 -389.83
## + OpORebper     1  0.010417 6.2944 -389.80
## + EliteSOS      1  0.009869 6.2950 -389.78
## + RawT          1  0.009186 6.2957 -389.77
## + Adj.T         1  0.003544 6.3013 -389.65
## + Ftper         1  0.003413 6.3014 -389.65
## + Astper        1  0.001732 6.3031 -389.61
## + twoPper       1  0.000638 6.3042 -389.59
## + adj_t_rk      1  0.000582 6.3043 -389.59
## + adj_o_rk      1  0.000561 6.3043 -389.59
## + OpAstper      1  0.000161 6.3047 -389.58
## + PPPDef        1  0.000138 6.3047 -389.58
## + FTRateD       1  0.000004 6.3049 -389.57
## + threePper     1  0.000001 6.3049 -389.57
#accuracy
B12.lm.forward.pred <- predict(B12.lm.forward, B12_valid.df, na.action = na.pass)
accuracy(B12.lm.forward.pred, B12_valid.df$conf_winner)
##                    ME      RMSE       MAE MPE MAPE
## Test set -0.003742627 0.2487446 0.1664593 NaN  Inf

Stepwise Selection

B12.lm.stepwise <- step(B12_lm, direction = 'both')
## Start:  AIC=88
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=88
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Orebper       1 0.0000000033818  86
## - OpORebper     1 0.0000000033834  86
## - OpAstper      1 0.0000000033861  86
## - threePper     1 0.0000000033867  86
## - EliteSOS      1 0.0000000033894  86
## - twoPper       1 0.0000000033906  86
## - eFG           1 0.0000000033909  86
## - nc_elite_sos  1 0.0000000033910  86
## - adj_t_rk      1 0.0000000033924  86
## - adj_d_rk      1 0.0000000033945  86
## - Adj.T         1 0.0000000033983  86
## - Op.Ftper      1 0.0000000033990  86
## - Ftper         1 0.0000000034007  86
## - TOVperD       1 0.0000000034023  86
## - nc_fut_sos    1 0.0000000034036  86
## - AvgHgt        1 0.0000000034049  86
## - TOVper        1 0.0000000034062  86
## - nc_cur_sos    1 0.0000000034067  86
## - PPPDef        1 0.0000000034076  86
## - adj_o_rk      1 0.0000000034111  86
## - ov_elite_sos  1 0.0000000034159  86
## - threePRateD   1 0.0000000034207  86
## - PPPOff        1 0.0000000034249  86
## - EffHgt        1 0.0000000034427  86
## - RawT          1 0.0000000034805  86
## - Talent        1 0.0000000034986  86
## - ov_fut_sos    1 0.0000000035005  86
## - FTRate        1 0.0000000035077  86
## - FTRateD       1 0.0000000035323  86
## - eFGD.         1 0.0000000035361  86
## - adj_t         1 0.0000000035387  86
## - adj_d         1 0.0000000035398  86
## - twoPperD      1 0.0000000035514  86
## - Astper        1 0.0000000035981  86
## - Exp           1 0.0000000035996  86
## - threePperD    1 0.0000000036111  86
## - threePRate    1 0.0000000036287  86
## - wab           1 0.0000000036869  86
## - barthag_rk    1 0.0000000037223  86
## - Blkedper      1 0.0000000037389  86
## - Blkper        1 0.0000000037816  86
## - barthag       1 0.0000000039008  86
## - adj_o         1 0.0000000039101  86
## <none>            0.0000000033820  88
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - OpAstper      1 0.0000000033871  84
## - threePper     1 0.0000000033878  84
## - OpORebper     1 0.0000000033879  84
## - twoPper       1 0.0000000033896  84
## - eFG           1 0.0000000033909  84
## - nc_elite_sos  1 0.0000000033919  84
## - adj_t_rk      1 0.0000000033937  84
## - EliteSOS      1 0.0000000033939  84
## - adj_d_rk      1 0.0000000033953  84
## - Adj.T         1 0.0000000033964  84
## - Op.Ftper      1 0.0000000033989  84
## - nc_fut_sos    1 0.0000000034038  84
## - nc_cur_sos    1 0.0000000034066  84
## - AvgHgt        1 0.0000000034142  84
## - adj_o_rk      1 0.0000000034160  84
## - ov_elite_sos  1 0.0000000034178  84
## - TOVperD       1 0.0000000034230  84
## - threePRateD   1 0.0000000034282  84
## - PPPDef        1 0.0000000034293  84
## - Ftper         1 0.0000000034389  84
## - EffHgt        1 0.0000000034439  84
## - RawT          1 0.0000000034924  84
## - ov_fut_sos    1 0.0000000035020  84
## - Talent        1 0.0000000035267  84
## - eFGD.         1 0.0000000035459  84
## - twoPperD      1 0.0000000035492  84
## - adj_d         1 0.0000000035539  84
## - FTRateD       1 0.0000000035581  84
## - adj_t         1 0.0000000035640  84
## - Astper        1 0.0000000035972  84
## - TOVper        1 0.0000000036005  84
## - Exp           1 0.0000000036006  84
## - threePperD    1 0.0000000036134  84
## - PPPOff        1 0.0000000036816  84
## - wab           1 0.0000000036872  84
## - FTRate        1 0.0000000037000  84
## - barthag_rk    1 0.0000000037314  84
## - Blkedper      1 0.0000000037414  84
## - Blkper        1 0.0000000037851  84
## - barthag       1 0.0000000039260  84
## - adj_o         1 0.0000000039404  84
## - threePRate    1 0.0000000041813  84
## <none>            0.0000000033818  86
## + Orebper       1 0.0000000033820  88
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_t_rk      1 0.0000000033947  82
## - eFG           1 0.0000000033957  82
## - threePper     1 0.0000000033958  82
## - Adj.T         1 0.0000000033991  82
## - EliteSOS      1 0.0000000033997  82
## - nc_elite_sos  1 0.0000000033997  82
## - Op.Ftper      1 0.0000000034011  82
## - adj_d_rk      1 0.0000000034014  82
## - OpORebper     1 0.0000000034030  82
## - nc_fut_sos    1 0.0000000034097  82
## - nc_cur_sos    1 0.0000000034129  82
## - twoPper       1 0.0000000034180  82
## - ov_elite_sos  1 0.0000000034275  82
## - adj_o_rk      1 0.0000000034361  82
## - Ftper         1 0.0000000034421  82
## - TOVperD       1 0.0000000034440  82
## - EffHgt        1 0.0000000034465  82
## - threePRateD   1 0.0000000034523  82
## - PPPDef        1 0.0000000034557  82
## - AvgHgt        1 0.0000000034708  82
## - ov_fut_sos    1 0.0000000035022  82
## - RawT          1 0.0000000035105  82
## - Talent        1 0.0000000035398  82
## - FTRateD       1 0.0000000035710  82
## - adj_t         1 0.0000000035764  82
## - twoPperD      1 0.0000000035832  82
## - eFGD.         1 0.0000000035858  82
## - Exp           1 0.0000000036054  82
## - TOVper        1 0.0000000036144  82
## - threePperD    1 0.0000000036368  82
## - adj_d         1 0.0000000036623  82
## - PPPOff        1 0.0000000036817  82
## - wab           1 0.0000000037070  82
## - Blkedper      1 0.0000000037377  82
## - Blkper        1 0.0000000038090  82
## - Astper        1 0.0000000038123  82
## - barthag_rk    1 0.0000000038305  82
## - FTRate        1 0.0000000038485  82
## - adj_o         1 0.0000000039569  82
## - barthag       1 0.0000000039812  82
## - threePRate    1 0.0000000042222  82
## <none>            0.0000000033871  84
## + OpAstper      1 0.0000000033818  86
## + Orebper       1 0.0000000033861  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + Blkedper + Astper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - eFG           1 0.0000000033964  80
## - threePper     1 0.0000000033978  80
## - nc_elite_sos  1 0.0000000034078  80
## - adj_d_rk      1 0.0000000034079  80
## - Adj.T         1 0.0000000034112  80
## - Op.Ftper      1 0.0000000034130  80
## - EliteSOS      1 0.0000000034164  80
## - nc_fut_sos    1 0.0000000034202  80
## - OpORebper     1 0.0000000034211  80
## - nc_cur_sos    1 0.0000000034235  80
## - twoPper       1 0.0000000034265  80
## - EffHgt        1 0.0000000034524  80
## - threePRateD   1 0.0000000034638  80
## - TOVperD       1 0.0000000034696  80
## - Ftper         1 0.0000000034716  80
## - adj_o_rk      1 0.0000000034780  80
## - AvgHgt        1 0.0000000034818  80
## - ov_elite_sos  1 0.0000000034956  80
## - PPPDef        1 0.0000000035001  80
## - ov_fut_sos    1 0.0000000035243  80
## - RawT          1 0.0000000035523  80
## - Talent        1 0.0000000035626  80
## - FTRateD       1 0.0000000035785  80
## - adj_t         1 0.0000000036002  80
## - TOVper        1 0.0000000036368  80
## - Exp           1 0.0000000036478  80
## - twoPperD      1 0.0000000036870  80
## - PPPOff        1 0.0000000036935  80
## - wab           1 0.0000000037189  80
## - Blkedper      1 0.0000000037436  80
## - threePperD    1 0.0000000037836  80
## - Blkper        1 0.0000000038186  80
## - eFGD.         1 0.0000000038422  80
## - Astper        1 0.0000000038569  80
## - barthag_rk    1 0.0000000039194  80
## - adj_d         1 0.0000000039687  80
## - adj_o         1 0.0000000040114  80
## - FTRate        1 0.0000000040171  80
## - barthag       1 0.0000000041551  80
## - threePRate    1 0.0000000042212  80
## <none>            0.0000000033947  82
## + adj_t_rk      1 0.0000000033871  84
## + Orebper       1 0.0000000033937  84
## + OpAstper      1 0.0000000033937  84
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + 
##     ov_elite_sos + ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + 
##     TOVperD + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + Astper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_d_rk      1 0.0000000034104  78
## - nc_elite_sos  1 0.0000000034109  78
## - Adj.T         1 0.0000000034126  78
## - Op.Ftper      1 0.0000000034148  78
## - OpORebper     1 0.0000000034214  78
## - nc_fut_sos    1 0.0000000034234  78
## - nc_cur_sos    1 0.0000000034261  78
## - EliteSOS      1 0.0000000034366  78
## - threePper     1 0.0000000034367  78
## - EffHgt        1 0.0000000034650  78
## - TOVperD       1 0.0000000034731  78
## - threePRateD   1 0.0000000034736  78
## - Ftper         1 0.0000000034754  78
## - adj_o_rk      1 0.0000000034894  78
## - AvgHgt        1 0.0000000034955  78
## - ov_elite_sos  1 0.0000000035018  78
## - PPPDef        1 0.0000000035184  78
## - ov_fut_sos    1 0.0000000035278  78
## - Talent        1 0.0000000035619  78
## - FTRateD       1 0.0000000035920  78
## - RawT          1 0.0000000035932  78
## - adj_t         1 0.0000000036052  78
## - TOVper        1 0.0000000036473  78
## - twoPperD      1 0.0000000036862  78
## - PPPOff        1 0.0000000037120  78
## - wab           1 0.0000000037230  78
## - Exp           1 0.0000000037585  78
## - threePperD    1 0.0000000037845  78
## - Blkper        1 0.0000000038407  78
## - Astper        1 0.0000000038615  78
## - eFGD.         1 0.0000000038761  78
## - Blkedper      1 0.0000000039188  78
## - twoPper       1 0.0000000039376  78
## - adj_d         1 0.0000000039630  78
## - FTRate        1 0.0000000040754  78
## - barthag_rk    1 0.0000000040950  78
## - adj_o         1 0.0000000041143  78
## - barthag       1 0.0000000041995  78
## - threePRate    1 0.0000000042490  78
## <none>            0.0000000033964  80
## + eFG           1 0.0000000033947  82
## + Orebper       1 0.0000000033952  82
## + OpAstper      1 0.0000000033953  82
## + adj_t_rk      1 0.0000000033957  82
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + 
##     ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + threePRate + threePRateD + Adj.T + 
##     AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Adj.T         1 0.0000000034230  76
## - Op.Ftper      1 0.0000000034232  76
## - nc_elite_sos  1 0.0000000034254  76
## - OpORebper     1 0.0000000034312  76
## - nc_fut_sos    1 0.0000000034335  76
## - nc_cur_sos    1 0.0000000034376  76
## - EliteSOS      1 0.0000000034430  76
## - threePper     1 0.0000000034614  76
## - EffHgt        1 0.0000000034802  76
## - TOVperD       1 0.0000000034813  76
## - Ftper         1 0.0000000034846  76
## - threePRateD   1 0.0000000034909  76
## - AvgHgt        1 0.0000000035060  76
## - adj_o_rk      1 0.0000000035095  76
## - ov_elite_sos  1 0.0000000035160  76
## - PPPDef        1 0.0000000035313  76
## - Talent        1 0.0000000035703  76
## - RawT          1 0.0000000036089  76
## - adj_t         1 0.0000000036119  76
## - FTRateD       1 0.0000000036166  76
## - ov_fut_sos    1 0.0000000036189  76
## - TOVper        1 0.0000000037062  76
## - twoPperD      1 0.0000000037343  76
## - Exp           1 0.0000000037776  76
## - wab           1 0.0000000038348  76
## - Blkper        1 0.0000000038553  76
## - threePperD    1 0.0000000038669  76
## - Astper        1 0.0000000038956  76
## - eFGD.         1 0.0000000039212  76
## - PPPOff        1 0.0000000039339  76
## - Blkedper      1 0.0000000039426  76
## - adj_d         1 0.0000000039651  76
## - twoPper       1 0.0000000039839  76
## - FTRate        1 0.0000000041465  76
## - barthag_rk    1 0.0000000042123  76
## - adj_o         1 0.0000000042935  76
## - threePRate    1 0.0000000043039  76
## - barthag       1 0.0000000044790  76
## <none>            0.0000000034104  78
## + adj_d_rk      1 0.0000000033964  80
## + adj_t_rk      1 0.0000000034076  80
## + OpAstper      1 0.0000000034079  80
## + eFG           1 0.0000000034079  80
## + Orebper       1 0.0000000034097  80
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + 
##     ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + threePRate + threePRateD + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_elite_sos  1 0.0000000034309  74
## - OpORebper     1 0.0000000034398  74
## - Op.Ftper      1 0.0000000034433  74
## - nc_fut_sos    1 0.0000000034437  74
## - nc_cur_sos    1 0.0000000034484  74
## - EliteSOS      1 0.0000000034536  74
## - threePper     1 0.0000000034669  74
## - TOVperD       1 0.0000000034870  74
## - EffHgt        1 0.0000000034874  74
## - Ftper         1 0.0000000034892  74
## - threePRateD   1 0.0000000035010  74
## - ov_elite_sos  1 0.0000000035266  74
## - adj_o_rk      1 0.0000000035304  74
## - AvgHgt        1 0.0000000035325  74
## - PPPDef        1 0.0000000035365  74
## - RawT          1 0.0000000036234  74
## - Talent        1 0.0000000036258  74
## - FTRateD       1 0.0000000036439  74
## - ov_fut_sos    1 0.0000000036498  74
## - TOVper        1 0.0000000037240  74
## - twoPperD      1 0.0000000037544  74
## - Exp           1 0.0000000037778  74
## - adj_t         1 0.0000000038387  74
## - threePperD    1 0.0000000038696  74
## - wab           1 0.0000000038738  74
## - Blkper        1 0.0000000038774  74
## - Astper        1 0.0000000038939  74
## - eFGD.         1 0.0000000039485  74
## - adj_d         1 0.0000000039730  74
## - PPPOff        1 0.0000000040189  74
## - twoPper       1 0.0000000040893  74
## - Blkedper      1 0.0000000041464  74
## - barthag_rk    1 0.0000000042359  74
## - FTRate        1 0.0000000042434  74
## - adj_o         1 0.0000000043292  74
## - barthag       1 0.0000000045699  74
## - threePRate    1 0.0000000045818  74
## <none>            0.0000000034230  76
## + Adj.T         1 0.0000000034104  78
## + adj_d_rk      1 0.0000000034126  78
## + OpAstper      1 0.0000000034198  78
## + Orebper       1 0.0000000034211  78
## + eFG           1 0.0000000034218  78
## + adj_t_rk      1 0.0000000034230  78
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Op.Ftper      1 0.0000000034483  72
## - nc_fut_sos    1 0.0000000034550  72
## - OpORebper     1 0.0000000034571  72
## - nc_cur_sos    1 0.0000000034593  72
## - threePper     1 0.0000000034710  72
## - EliteSOS      1 0.0000000034920  72
## - EffHgt        1 0.0000000035037  72
## - threePRateD   1 0.0000000035083  72
## - TOVperD       1 0.0000000035316  72
## - AvgHgt        1 0.0000000035387  72
## - adj_o_rk      1 0.0000000035478  72
## - ov_elite_sos  1 0.0000000035478  72
## - Ftper         1 0.0000000035732  72
## - PPPDef        1 0.0000000036128  72
## - FTRateD       1 0.0000000036505  72
## - Talent        1 0.0000000036580  72
## - ov_fut_sos    1 0.0000000036918  72
## - TOVper        1 0.0000000037622  72
## - twoPperD      1 0.0000000037638  72
## - Exp           1 0.0000000038065  72
## - RawT          1 0.0000000038711  72
## - threePperD    1 0.0000000038740  72
## - Astper        1 0.0000000038927  72
## - wab           1 0.0000000038968  72
## - Blkper        1 0.0000000039013  72
## - eFGD.         1 0.0000000040026  72
## - PPPOff        1 0.0000000040307  72
## - adj_d         1 0.0000000040984  72
## - adj_t         1 0.0000000041443  72
## - twoPper       1 0.0000000041529  72
## - barthag_rk    1 0.0000000043368  72
## - Blkedper      1 0.0000000043849  72
## - adj_o         1 0.0000000044822  72
## - FTRate        1 0.0000000045738  72
## - threePRate    1 0.0000000046040  72
## - barthag       1 0.0000000048082  72
## <none>            0.0000000034309  74
## + adj_d_rk      1 0.0000000034197  76
## + nc_elite_sos  1 0.0000000034230  76
## + Adj.T         1 0.0000000034254  76
## + OpAstper      1 0.0000000034273  76
## + Orebper       1 0.0000000034292  76
## + eFG           1 0.0000000034300  76
## + adj_t_rk      1 0.0000000034315  76
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_fut_sos    1 0.0000000034726  70
## - threePper     1 0.0000000034761  70
## - nc_cur_sos    1 0.0000000034773  70
## - EliteSOS      1 0.0000000034945  70
## - EffHgt        1 0.0000000035076  70
## - threePRateD   1 0.0000000035128  70
## - ov_elite_sos  1 0.0000000035522  70
## - adj_o_rk      1 0.0000000035573  70
## - Ftper         1 0.0000000035740  70
## - AvgHgt        1 0.0000000035906  70
## - OpORebper     1 0.0000000036439  70
## - ov_fut_sos    1 0.0000000036942  70
## - FTRateD       1 0.0000000037006  70
## - Talent        1 0.0000000037299  70
## - TOVperD       1 0.0000000037737  70
## - TOVper        1 0.0000000037913  70
## - twoPperD      1 0.0000000038209  70
## - Exp           1 0.0000000039021  70
## - Blkper        1 0.0000000039086  70
## - Astper        1 0.0000000039276  70
## - wab           1 0.0000000039390  70
## - RawT          1 0.0000000039415  70
## - threePperD    1 0.0000000039448  70
## - PPPOff        1 0.0000000040434  70
## - PPPDef        1 0.0000000041752  70
## - twoPper       1 0.0000000042009  70
## - adj_d         1 0.0000000042041  70
## - adj_t         1 0.0000000042299  70
## - eFGD.         1 0.0000000042856  70
## - barthag_rk    1 0.0000000043426  70
## - Blkedper      1 0.0000000044037  70
## - adj_o         1 0.0000000044984  70
## - threePRate    1 0.0000000046181  70
## - FTRate        1 0.0000000047484  70
## - barthag       1 0.0000000048280  70
## <none>            0.0000000034483  72
## + Op.Ftper      1 0.0000000034309  74
## + Adj.T         1 0.0000000034348  74
## + adj_d_rk      1 0.0000000034369  74
## + adj_t_rk      1 0.0000000034393  74
## + nc_elite_sos  1 0.0000000034433  74
## + OpAstper      1 0.0000000034454  74
## + Orebper       1 0.0000000034468  74
## + eFG           1 0.0000000034478  74
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=70
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + threePRate + threePRateD + AvgHgt + EffHgt + Exp + 
##     Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePper     1 0.0000000035020  68
## - EliteSOS      1 0.0000000035197  68
## - EffHgt        1 0.0000000035279  68
## - threePRateD   1 0.0000000035392  68
## - ov_elite_sos  1 0.0000000035788  68
## - adj_o_rk      1 0.0000000035813  68
## - Ftper         1 0.0000000035924  68
## - AvgHgt        1 0.0000000036263  68
## - OpORebper     1 0.0000000036709  68
## - ov_fut_sos    1 0.0000000037164  68
## - FTRateD       1 0.0000000037333  68
## - Talent        1 0.0000000037500  68
## - TOVper        1 0.0000000038063  68
## - TOVperD       1 0.0000000038081  68
## - twoPperD      1 0.0000000038421  68
## - Exp           1 0.0000000039458  68
## - RawT          1 0.0000000039496  68
## - Astper        1 0.0000000039499  68
## - Blkper        1 0.0000000039556  68
## - threePperD    1 0.0000000039626  68
## - wab           1 0.0000000039776  68
## - nc_cur_sos    1 0.0000000040232  68
## - PPPOff        1 0.0000000040763  68
## - twoPper       1 0.0000000042127  68
## - PPPDef        1 0.0000000042152  68
## - adj_d         1 0.0000000042245  68
## - adj_t         1 0.0000000042424  68
## - eFGD.         1 0.0000000043070  68
## - barthag_rk    1 0.0000000043469  68
## - Blkedper      1 0.0000000044124  68
## - adj_o         1 0.0000000045288  68
## - threePRate    1 0.0000000046374  68
## - FTRate        1 0.0000000047847  68
## - barthag       1 0.0000000048401  68
## <none>            0.0000000034726  70
## + nc_fut_sos    1 0.0000000034483  72
## + ov_cur_sos    1 0.0000000034483  72
## + Op.Ftper      1 0.0000000034550  72
## + Adj.T         1 0.0000000034597  72
## + adj_d_rk      1 0.0000000034615  72
## + adj_t_rk      1 0.0000000034644  72
## + nc_elite_sos  1 0.0000000034645  72
## + OpAstper      1 0.0000000034698  72
## + Orebper       1 0.0000000034710  72
## + eFG           1 0.0000000034721  72
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=68
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + threePRateD + AvgHgt + EffHgt + Exp + Talent + 
##     Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - EffHgt        1 0.0000000035431  66
## - threePRateD   1 0.0000000035734  66
## - EliteSOS      1 0.0000000035812  66
## - Ftper         1 0.0000000036101  66
## - ov_elite_sos  1 0.0000000036521  66
## - adj_o_rk      1 0.0000000036713  66
## - AvgHgt        1 0.0000000036717  66
## - OpORebper     1 0.0000000037198  66
## - FTRateD       1 0.0000000037522  66
## - Talent        1 0.0000000037640  66
## - ov_fut_sos    1 0.0000000037749  66
## - TOVper        1 0.0000000038355  66
## - twoPperD      1 0.0000000038714  66
## - TOVperD       1 0.0000000039266  66
## - Astper        1 0.0000000039711  66
## - Exp           1 0.0000000039833  66
## - threePperD    1 0.0000000039842  66
## - RawT          1 0.0000000039876  66
## - Blkper        1 0.0000000040148  66
## - wab           1 0.0000000040256  66
## - nc_cur_sos    1 0.0000000040513  66
## - PPPOff        1 0.0000000041119  66
## - twoPper       1 0.0000000042087  66
## - eFGD.         1 0.0000000043340  66
## - adj_t         1 0.0000000043383  66
## - barthag_rk    1 0.0000000043766  66
## - Blkedper      1 0.0000000044383  66
## - adj_d         1 0.0000000044760  66
## - PPPDef        1 0.0000000045063  66
## - threePRate    1 0.0000000046491  66
## - barthag       1 0.0000000048625  66
## - adj_o         1 0.0000000049313  66
## - FTRate        1 0.0000000051283  66
## <none>            0.0000000035020  68
## + eFG           1 0.0000000034724  70
## + Orebper       1 0.0000000034725  70
## + threePper     1 0.0000000034726  70
## + nc_fut_sos    1 0.0000000034761  70
## + ov_cur_sos    1 0.0000000034761  70
## + adj_d_rk      1 0.0000000034874  70
## + adj_t_rk      1 0.0000000034933  70
## + OpAstper      1 0.0000000034947  70
## + Adj.T         1 0.0000000034962  70
## + nc_elite_sos  1 0.0000000034966  70
## + Op.Ftper      1 0.0000000034982  70
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=66
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + threePRateD + AvgHgt + Exp + Talent + Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Ftper         1 0.0000000036146  64
## - EliteSOS      1 0.0000000036266  64
## - threePRateD   1 0.0000000036664  64
## - ov_elite_sos  1 0.0000000036745  64
## - adj_o_rk      1 0.0000000036875  64
## - OpORebper     1 0.0000000037353  64
## - ov_fut_sos    1 0.0000000037752  64
## - Talent        1 0.0000000037966  64
## - TOVper        1 0.0000000038403  64
## - AvgHgt        1 0.0000000038596  64
## - FTRateD       1 0.0000000038697  64
## - twoPperD      1 0.0000000039053  64
## - TOVperD       1 0.0000000039443  64
## - Astper        1 0.0000000039774  64
## - Blkper        1 0.0000000040288  64
## - threePperD    1 0.0000000040365  64
## - nc_cur_sos    1 0.0000000040515  64
## - RawT          1 0.0000000040781  64
## - wab           1 0.0000000041174  64
## - PPPOff        1 0.0000000041194  64
## - Exp           1 0.0000000041993  64
## - twoPper       1 0.0000000042410  64
## - eFGD.         1 0.0000000043564  64
## - barthag_rk    1 0.0000000044836  64
## - adj_d         1 0.0000000044906  64
## - PPPDef        1 0.0000000045341  64
## - adj_t         1 0.0000000045566  64
## - threePRate    1 0.0000000046651  64
## - Blkedper      1 0.0000000047053  64
## - adj_o         1 0.0000000049631  64
## - barthag       1 0.0000000050686  64
## - FTRate        1 0.0000000053090  64
## <none>            0.0000000035431  66
## + EffHgt        1 0.0000000035020  68
## + nc_fut_sos    1 0.0000000035224  68
## + ov_cur_sos    1 0.0000000035224  68
## + adj_d_rk      1 0.0000000035261  68
## + threePper     1 0.0000000035279  68
## + eFG           1 0.0000000035288  68
## + Orebper       1 0.0000000035290  68
## + nc_elite_sos  1 0.0000000035331  68
## + OpAstper      1 0.0000000035397  68
## + Adj.T         1 0.0000000035418  68
## + Op.Ftper      1 0.0000000035425  68
## + adj_t_rk      1 0.0000000035432  68
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=64
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + threePRateD + AvgHgt + Exp + Talent + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePRateD   1 0.0000000036999  62
## - adj_o_rk      1 0.0000000037141  62
## - ov_fut_sos    1 0.0000000037709  62
## - ov_elite_sos  1 0.0000000037786  62
## - EliteSOS      1 0.0000000037854  62
## - OpORebper     1 0.0000000038198  62
## - TOVper        1 0.0000000038397  62
## - AvgHgt        1 0.0000000038750  62
## - twoPperD      1 0.0000000039106  62
## - Talent        1 0.0000000039515  62
## - FTRateD       1 0.0000000039515  62
## - TOVperD       1 0.0000000039803  62
## - threePperD    1 0.0000000040649  62
## - RawT          1 0.0000000041062  62
## - wab           1 0.0000000041097  62
## - Blkper        1 0.0000000041146  62
## - PPPOff        1 0.0000000041201  62
## - Astper        1 0.0000000041651  62
## - nc_cur_sos    1 0.0000000041994  62
## - Exp           1 0.0000000042306  62
## - eFGD.         1 0.0000000043569  62
## - twoPper       1 0.0000000043642  62
## - barthag_rk    1 0.0000000044945  62
## - adj_d         1 0.0000000044945  62
## - PPPDef        1 0.0000000045517  62
## - adj_t         1 0.0000000045643  62
## - Blkedper      1 0.0000000047469  62
## - threePRate    1 0.0000000048742  62
## - adj_o         1 0.0000000049864  62
## - barthag       1 0.0000000051110  62
## - FTRate        1 0.0000000054173  62
## <none>            0.0000000036146  64
## + Ftper         1 0.0000000035431  66
## + Orebper       1 0.0000000035697  66
## + nc_elite_sos  1 0.0000000035729  66
## + adj_d_rk      1 0.0000000035881  66
## + nc_fut_sos    1 0.0000000035949  66
## + ov_cur_sos    1 0.0000000035949  66
## + threePper     1 0.0000000035988  66
## + eFG           1 0.0000000035991  66
## + adj_t_rk      1 0.0000000036056  66
## + OpAstper      1 0.0000000036094  66
## + EffHgt        1 0.0000000036101  66
## + Adj.T         1 0.0000000036116  66
## + Op.Ftper      1 0.0000000036141  66
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=62
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + 
##     FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT + 
##     twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + AvgHgt + Exp + Talent + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_o_rk      1 0.0000000038186  60
## - EliteSOS      1 0.0000000038484  60
## - ov_elite_sos  1 0.0000000038696  60
## - ov_fut_sos    1 0.0000000038968  60
## - OpORebper     1 0.0000000039527  60
## - twoPperD      1 0.0000000039643  60
## - FTRateD       1 0.0000000039810  60
## - AvgHgt        1 0.0000000039994  60
## - TOVper        1 0.0000000040003  60
## - Talent        1 0.0000000040626  60
## - TOVperD       1 0.0000000040868  60
## - RawT          1 0.0000000041086  60
## - PPPOff        1 0.0000000041627  60
## - Blkper        1 0.0000000041844  60
## - nc_cur_sos    1 0.0000000042052  60
## - threePperD    1 0.0000000042253  60
## - wab           1 0.0000000042511  60
## - Astper        1 0.0000000043589  60
## - barthag_rk    1 0.0000000044876  60
## - adj_d         1 0.0000000044994  60
## - Exp           1 0.0000000045314  60
## - adj_t         1 0.0000000045969  60
## - eFGD.         1 0.0000000046047  60
## - PPPDef        1 0.0000000047366  60
## - threePRate    1 0.0000000048778  60
## - twoPper       1 0.0000000049214  60
## - adj_o         1 0.0000000050546  60
## - barthag       1 0.0000000050986  60
## - Blkedper      1 0.0000000051020  60
## - FTRate        1 0.0000000054590  60
## <none>            0.0000000036999  62
## + threePRateD   1 0.0000000036146  64
## + nc_elite_sos  1 0.0000000036458  64
## + Ftper         1 0.0000000036664  64
## + adj_t_rk      1 0.0000000036744  64
## + adj_d_rk      1 0.0000000036759  64
## + Orebper       1 0.0000000036767  64
## + nc_fut_sos    1 0.0000000036785  64
## + ov_cur_sos    1 0.0000000036785  64
## + threePper     1 0.0000000036831  64
## + eFG           1 0.0000000036837  64
## + OpAstper      1 0.0000000036889  64
## + Adj.T         1 0.0000000036904  64
## + Op.Ftper      1 0.0000000036964  64
## + EffHgt        1 0.0000000036998  64
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=60
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPper + 
##     twoPperD + threePperD + Blkper + Blkedper + Astper + threePRate + 
##     AvgHgt + Exp + Talent + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_fut_sos    1 0.0000000039471  58
## - ov_elite_sos  1 0.0000000039911  58
## - twoPperD      1 0.0000000040038  58
## - EliteSOS      1 0.0000000040160  58
## - AvgHgt        1 0.0000000040493  58
## - FTRateD       1 0.0000000040707  58
## - OpORebper     1 0.0000000040804  58
## - TOVper        1 0.0000000041198  58
## - Talent        1 0.0000000041515  58
## - PPPOff        1 0.0000000041735  58
## - RawT          1 0.0000000042092  58
## - TOVperD       1 0.0000000042102  58
## - threePperD    1 0.0000000042221  58
## - nc_cur_sos    1 0.0000000042345  58
## - wab           1 0.0000000042731  58
## - Blkper        1 0.0000000042956  58
## - Astper        1 0.0000000043925  58
## - barthag_rk    1 0.0000000045495  58
## - Exp           1 0.0000000045650  58
## - adj_d         1 0.0000000046049  58
## - eFGD.         1 0.0000000046106  58
## - adj_t         1 0.0000000046234  58
## - threePRate    1 0.0000000049595  58
## - twoPper       1 0.0000000049862  58
## - PPPDef        1 0.0000000051036  58
## - barthag       1 0.0000000051234  58
## - Blkedper      1 0.0000000052431  58
## - adj_o         1 0.0000000052476  58
## - FTRate        1 0.0000000058554  58
## <none>            0.0000000038186  60
## + adj_o_rk      1 0.0000000036999  62
## + threePRateD   1 0.0000000037141  62
## + Orebper       1 0.0000000037511  62
## + nc_elite_sos  1 0.0000000037698  62
## + Ftper         1 0.0000000037843  62
## + eFG           1 0.0000000037931  62
## + nc_fut_sos    1 0.0000000037968  62
## + ov_cur_sos    1 0.0000000037968  62
## + adj_d_rk      1 0.0000000038003  62
## + threePper     1 0.0000000038065  62
## + Op.Ftper      1 0.0000000038130  62
## + Adj.T         1 0.0000000038131  62
## + OpAstper      1 0.0000000038138  62
## + EffHgt        1 0.0000000038169  62
## + adj_t_rk      1 0.0000000038171  62
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=58
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + ov_elite_sos + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + OpORebper + RawT + twoPper + twoPperD + 
##     threePperD + Blkper + Blkedper + Astper + threePRate + AvgHgt + 
##     Exp + Talent + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_elite_sos  1 0.0000000039961  56
## - FTRateD       1 0.0000000040569  56
## - EliteSOS      1 0.0000000040586  56
## - twoPperD      1 0.0000000041560  56
## - PPPOff        1 0.0000000042133  56
## - RawT          1 0.0000000042332  56
## - Talent        1 0.0000000042434  56
## - TOVper        1 0.0000000042484  56
## - wab           1 0.0000000043727  56
## - AvgHgt        1 0.0000000043970  56
## - threePperD    1 0.0000000044388  56
## - OpORebper     1 0.0000000044610  56
## - nc_cur_sos    1 0.0000000044641  56
## - Blkper        1 0.0000000045169  56
## - adj_d         1 0.0000000046151  56
## - Exp           1 0.0000000046181  56
## - barthag_rk    1 0.0000000046932  56
## - adj_t         1 0.0000000046980  56
## - TOVperD       1 0.0000000047736  56
## - eFGD.         1 0.0000000049082  56
## - Astper        1 0.0000000049364  56
## - twoPper       1 0.0000000049907  56
## - barthag       1 0.0000000051708  56
## - adj_o         1 0.0000000053279  56
## - threePRate    1 0.0000000053738  56
## - Blkedper      1 0.0000000054163  56
## - PPPDef        1 0.0000000056867  56
## - FTRate        1 0.0000000060583  56
## <none>            0.0000000039471  58
## + threePRateD   1 0.0000000037781  60
## + ov_fut_sos    1 0.0000000038186  60
## + ov_cur_sos    1 0.0000000038233  60
## + Orebper       1 0.0000000038587  60
## + eFG           1 0.0000000038655  60
## + threePper     1 0.0000000038867  60
## + Op.Ftper      1 0.0000000038887  60
## + adj_o_rk      1 0.0000000038968  60
## + nc_fut_sos    1 0.0000000039242  60
## + nc_elite_sos  1 0.0000000039347  60
## + OpAstper      1 0.0000000039372  60
## + Adj.T         1 0.0000000039389  60
## + adj_t_rk      1 0.0000000039401  60
## + adj_d_rk      1 0.0000000039436  60
## + EffHgt        1 0.0000000039461  60
## + Ftper         1 0.0000000039544  60
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=56
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     OpORebper + RawT + twoPper + twoPperD + threePperD + Blkper + 
##     Blkedper + Astper + threePRate + AvgHgt + Exp + Talent + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - FTRateD       1 0.0000000041059  54
## - EliteSOS      1 0.0000000041287  54
## - PPPOff        1 0.0000000042312  54
## - Talent        1 0.0000000042618  54
## - TOVper        1 0.0000000042744  54
## - twoPperD      1 0.0000000043046  54
## - RawT          1 0.0000000043431  54
## - wab           1 0.0000000043932  54
## - AvgHgt        1 0.0000000044097  54
## - OpORebper     1 0.0000000044671  54
## - nc_cur_sos    1 0.0000000045091  54
## - threePperD    1 0.0000000045335  54
## - Blkper        1 0.0000000045805  54
## - Exp           1 0.0000000046229  54
## - adj_d         1 0.0000000046528  54
## - barthag_rk    1 0.0000000047419  54
## - TOVperD       1 0.0000000047823  54
## - adj_t         1 0.0000000048021  54
## - Astper        1 0.0000000049875  54
## - twoPper       1 0.0000000050815  54
## - eFGD.         1 0.0000000051890  54
## - barthag       1 0.0000000051906  54
## - adj_o         1 0.0000000053342  54
## - threePRate    1 0.0000000055531  54
## - PPPDef        1 0.0000000057057  54
## - Blkedper      1 0.0000000060633  54
## - FTRate        1 0.0000000061059  54
## <none>            0.0000000039961  56
## + Orebper       1 0.0000000038655  58
## + threePRateD   1 0.0000000038819  58
## + eFG           1 0.0000000038986  58
## + adj_o_rk      1 0.0000000039089  58
## + threePper     1 0.0000000039098  58
## + Op.Ftper      1 0.0000000039379  58
## + ov_elite_sos  1 0.0000000039471  58
## + Adj.T         1 0.0000000039581  58
## + adj_d_rk      1 0.0000000039707  58
## + Ftper         1 0.0000000039714  58
## + nc_fut_sos    1 0.0000000039785  58
## + EffHgt        1 0.0000000039861  58
## + ov_fut_sos    1 0.0000000039911  58
## + OpAstper      1 0.0000000039911  58
## + adj_t_rk      1 0.0000000039914  58
## + ov_cur_sos    1 0.0000000039914  58
## + nc_elite_sos  1 0.0000000039952  58
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=54
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper + 
##     RawT + twoPper + twoPperD + threePperD + Blkper + Blkedper + 
##     Astper + threePRate + AvgHgt + Exp + Talent + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - EliteSOS      1 0.0000000041715  52
## - Talent        1 0.0000000042799  52
## - PPPOff        1 0.0000000042902  52
## - RawT          1 0.0000000043633  52
## - TOVper        1 0.0000000043951  52
## - wab           1 0.0000000043970  52
## - twoPperD      1 0.0000000044249  52
## - AvgHgt        1 0.0000000044559  52
## - threePperD    1 0.0000000045740  52
## - nc_cur_sos    1 0.0000000046322  52
## - Blkper        1 0.0000000046841  52
## - adj_d         1 0.0000000047333  52
## - OpORebper     1 0.0000000047420  52
## - barthag_rk    1 0.0000000047424  52
## - adj_t         1 0.0000000048364  52
## - Exp           1 0.0000000049321  52
## - Astper        1 0.0000000049918  52
## - barthag       1 0.0000000051957  52
## - twoPper       1 0.0000000052563  52
## - adj_o         1 0.0000000053397  52
## - threePRate    1 0.0000000055712  52
## - eFGD.         1 0.0000000056262  52
## - TOVperD       1 0.0000000060350  52
## - Blkedper      1 0.0000000061570  52
## - FTRate        1 0.0000000063738  52
## - PPPDef        1 0.0000000072191  52
## <none>            0.0000000041059  54
## + Op.Ftper      1 0.0000000039493  56
## + FTRateD       1 0.0000000039961  56
## + Ftper         1 0.0000000040061  56
## + adj_o_rk      1 0.0000000040215  56
## + ov_elite_sos  1 0.0000000040569  56
## + threePRateD   1 0.0000000040578  56
## + nc_elite_sos  1 0.0000000040645  56
## + Orebper       1 0.0000000040774  56
## + adj_t_rk      1 0.0000000040878  56
## + nc_fut_sos    1 0.0000000040884  56
## + ov_cur_sos    1 0.0000000040885  56
## + ov_fut_sos    1 0.0000000040898  56
## + adj_d_rk      1 0.0000000040905  56
## + threePper     1 0.0000000040911  56
## + eFG           1 0.0000000040920  56
## + EffHgt        1 0.0000000040957  56
## + Adj.T         1 0.0000000040967  56
## + OpAstper      1 0.0000000040980  56
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=52
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper + 
##     RawT + twoPper + twoPperD + threePperD + Blkper + Blkedper + 
##     Astper + threePRate + AvgHgt + Exp + Talent + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - PPPOff        1 0.0000000043002  50
## - Talent        1 0.0000000043470  50
## - RawT          1 0.0000000043766  50
## - AvgHgt        1 0.0000000044819  50
## - twoPperD      1 0.0000000045695  50
## - TOVper        1 0.0000000046117  50
## - threePperD    1 0.0000000047220  50
## - Blkper        1 0.0000000047332  50
## - adj_d         1 0.0000000047520  50
## - wab           1 0.0000000047843  50
## - OpORebper     1 0.0000000047944  50
## - nc_cur_sos    1 0.0000000048252  50
## - barthag_rk    1 0.0000000049416  50
## - adj_t         1 0.0000000049731  50
## - Astper        1 0.0000000050054  50
## - Exp           1 0.0000000051918  50
## - barthag       1 0.0000000054594  50
## - threePRate    1 0.0000000056076  50
## - twoPper       1 0.0000000056762  50
## - TOVperD       1 0.0000000060517  50
## - adj_o         1 0.0000000060609  50
## - eFGD.         1 0.0000000061848  50
## - Blkedper      1 0.0000000062108  50
## - FTRate        1 0.0000000068695  50
## - PPPDef        1 0.0000000072026  50
## <none>            0.0000000041715  52
## + Op.Ftper      1 0.0000000040349  54
## + adj_o_rk      1 0.0000000040475  54
## + EliteSOS      1 0.0000000041059  54
## + Ftper         1 0.0000000041236  54
## + FTRateD       1 0.0000000041287  54
## + Orebper       1 0.0000000041366  54
## + nc_elite_sos  1 0.0000000041388  54
## + adj_t_rk      1 0.0000000041432  54
## + threePRateD   1 0.0000000041453  54
## + ov_elite_sos  1 0.0000000041459  54
## + threePper     1 0.0000000041521  54
## + nc_fut_sos    1 0.0000000041533  54
## + eFG           1 0.0000000041534  54
## + Adj.T         1 0.0000000041625  54
## + adj_d_rk      1 0.0000000041661  54
## + EffHgt        1 0.0000000041690  54
## + ov_fut_sos    1 0.0000000041708  54
## + OpAstper      1 0.0000000041711  54
## + ov_cur_sos    1 0.0000000041724  54
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=50
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper + 
##     RawT + twoPper + twoPperD + threePperD + Blkper + Blkedper + 
##     Astper + threePRate + AvgHgt + Exp + Talent + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - RawT          1 0.0000000045628  48
## - AvgHgt        1 0.0000000045733  48
## - twoPperD      1 0.0000000045778  48
## - threePperD    1 0.0000000047182  48
## - Blkper        1 0.0000000047411  48
## - Talent        1 0.0000000047806  48
## - wab           1 0.0000000047973  48
## - TOVper        1 0.0000000048054  48
## - adj_d         1 0.0000000048401  48
## - barthag_rk    1 0.0000000049458  48
## - Exp           1 0.0000000053161  48
## - adj_t         1 0.0000000053316  48
## - OpORebper     1 0.0000000054345  48
## - barthag       1 0.0000000054722  48
## - threePRate    1 0.0000000056523  48
## - nc_cur_sos    1 0.0000000056555  48
## - twoPper       1 0.0000000057291  48
## - Astper        1 0.0000000058680  48
## - eFGD.         1 0.0000000061790  48
## - Blkedper      1 0.0000000062534  48
## - adj_o         1 0.0000000066814  48
## - FTRate        1 0.0000000070507  48
## - TOVperD       1 0.0000000072229  48
## - PPPDef        1 0.0000000082224  48
## <none>            0.0000000043002  50
## + Op.Ftper      1 0.0000000041699  52
## + Orebper       1 0.0000000041711  52
## + PPPOff        1 0.0000000041715  52
## + adj_d_rk      1 0.0000000041797  52
## + Ftper         1 0.0000000042017  52
## + adj_t_rk      1 0.0000000042314  52
## + threePRateD   1 0.0000000042354  52
## + FTRateD       1 0.0000000042366  52
## + Adj.T         1 0.0000000042632  52
## + EffHgt        1 0.0000000042654  52
## + ov_elite_sos  1 0.0000000042797  52
## + nc_fut_sos    1 0.0000000042801  52
## + OpAstper      1 0.0000000042820  52
## + threePper     1 0.0000000042867  52
## + nc_elite_sos  1 0.0000000042875  52
## + ov_cur_sos    1 0.0000000042899  52
## + ov_fut_sos    1 0.0000000042901  52
## + EliteSOS      1 0.0000000042902  52
## + eFG           1 0.0000000042902  52
## + adj_o_rk      1 0.0000000042936  52
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=48
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper + 
##     twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + AvgHgt + Exp + Talent + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - AvgHgt        1 0.0000000047786  46
## - twoPperD      1 0.0000000048896  46
## - Talent        1 0.0000000049869  46
## - threePperD    1 0.0000000050506  46
## - wab           1 0.0000000051394  46
## - barthag_rk    1 0.0000000051592  46
## - TOVper        1 0.0000000051651  46
## - Blkper        1 0.0000000051937  46
## - adj_d         1 0.0000000052105  46
## - barthag       1 0.0000000056582  46
## - twoPper       1 0.0000000057996  46
## - threePRate    1 0.0000000059548  46
## - Astper        1 0.0000000061707  46
## - Exp           1 0.0000000062935  46
## - Blkedper      1 0.0000000063107  46
## - nc_cur_sos    1 0.0000000063345  46
## - eFGD.         1 0.0000000066850  46
## - OpORebper     1 0.0000000067151  46
## - adj_o         1 0.0000000067152  46
## - adj_t         1 0.0000000068923  46
## - FTRate        1 0.0000000089177  46
## - PPPDef        1 0.0000000107276  46
## - TOVperD       1 0.0000000128465  46
## <none>            0.0000000045628  48
## + Orebper       1 0.0000000042285  50
## + RawT          1 0.0000000043002  50
## + PPPOff        1 0.0000000043766  50
## + threePper     1 0.0000000044218  50
## + eFG           1 0.0000000044307  50
## + EffHgt        1 0.0000000044327  50
## + adj_t_rk      1 0.0000000044848  50
## + ov_elite_sos  1 0.0000000044908  50
## + OpAstper      1 0.0000000045188  50
## + threePRateD   1 0.0000000045241  50
## + Ftper         1 0.0000000045263  50
## + EliteSOS      1 0.0000000045288  50
## + adj_d_rk      1 0.0000000045335  50
## + nc_fut_sos    1 0.0000000045446  50
## + Op.Ftper      1 0.0000000045461  50
## + nc_elite_sos  1 0.0000000045489  50
## + adj_o_rk      1 0.0000000045494  50
## + ov_fut_sos    1 0.0000000045594  50
## + FTRateD       1 0.0000000045595  50
## + ov_cur_sos    1 0.0000000045596  50
## + Adj.T         1 0.0000000045758  50
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=46
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper + 
##     twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + Exp + Talent + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Talent        1 0.0000000052424  44
## - Blkper        1 0.0000000052613  44
## - wab           1 0.0000000052811  44
## - barthag_rk    1 0.0000000052835  44
## - TOVper        1 0.0000000052971  44
## - adj_d         1 0.0000000056288  44
## - barthag       1 0.0000000057322  44
## - twoPperD      1 0.0000000058805  44
## - twoPper       1 0.0000000060437  44
## - threePRate    1 0.0000000060657  44
## - Astper        1 0.0000000062068  44
## - threePperD    1 0.0000000064725  44
## - nc_cur_sos    1 0.0000000065129  44
## - adj_o         1 0.0000000067252  44
## - OpORebper     1 0.0000000067602  44
## - Exp           1 0.0000000067957  44
## - Blkedper      1 0.0000000069216  44
## - adj_t         1 0.0000000071296  44
## - eFGD.         1 0.0000000083411  44
## - PPPDef        1 0.0000000108802  44
## - FTRate        1 0.0000000111793  44
## - TOVperD       1 0.0000000135750  44
## <none>            0.0000000047786  46
## + eFG           1 0.0000000045186  48
## + threePper     1 0.0000000045228  48
## + AvgHgt        1 0.0000000045628  48
## + RawT          1 0.0000000045733  48
## + Orebper       1 0.0000000045908  48
## + Adj.T         1 0.0000000046806  48
## + ov_elite_sos  1 0.0000000047081  48
## + EliteSOS      1 0.0000000047155  48
## + nc_elite_sos  1 0.0000000047177  48
## + OpAstper      1 0.0000000047389  48
## + adj_t_rk      1 0.0000000047451  48
## + EffHgt        1 0.0000000047519  48
## + nc_fut_sos    1 0.0000000047530  48
## + adj_d_rk      1 0.0000000047540  48
## + Op.Ftper      1 0.0000000047563  48
## + ov_fut_sos    1 0.0000000047641  48
## + ov_cur_sos    1 0.0000000047652  48
## + Ftper         1 0.0000000047721  48
## + FTRateD       1 0.0000000047727  48
## + adj_o_rk      1 0.0000000047729  48
## + PPPOff        1 0.0000000047760  48
## + threePRateD   1 0.0000000047783  48
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=44
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t + 
##     wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper + 
##     twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + Exp + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - barthag_rk    1 0.0000000057046  42
## - adj_d         1 0.0000000057339  42
## - Blkper        1 0.0000000058185  42
## - barthag       1 0.0000000059174  42
## - TOVper        1 0.0000000060019  42
## - wab           1 0.0000000060981  42
## - twoPper       1 0.0000000061098  42
## - threePRate    1 0.0000000062333  42
## - twoPperD      1 0.0000000065528  42
## - nc_cur_sos    1 0.0000000068070  42
## - threePperD    1 0.0000000068865  42
## - Astper        1 0.0000000070868  42
## - adj_t         1 0.0000000072581  42
## - adj_o         1 0.0000000073433  42
## - Exp           1 0.0000000080767  42
## - Blkedper      1 0.0000000082951  42
## - OpORebper     1 0.0000000095962  42
## - eFGD.         1 0.0000000096080  42
## - PPPDef        1 0.0000000114993  42
## - FTRate        1 0.0000000138129  42
## - TOVperD       1 0.0000000181122  42
## <none>            0.0000000052424  44
## + Talent        1 0.0000000047786  46
## + AvgHgt        1 0.0000000049869  46
## + EliteSOS      1 0.0000000050177  46
## + RawT          1 0.0000000050435  46
## + Orebper       1 0.0000000050557  46
## + ov_elite_sos  1 0.0000000050815  46
## + Adj.T         1 0.0000000051029  46
## + EffHgt        1 0.0000000051201  46
## + eFG           1 0.0000000051730  46
## + adj_d_rk      1 0.0000000051755  46
## + nc_elite_sos  1 0.0000000051834  46
## + adj_t_rk      1 0.0000000052011  46
## + threePper     1 0.0000000052029  46
## + adj_o_rk      1 0.0000000052085  46
## + Op.Ftper      1 0.0000000052144  46
## + FTRateD       1 0.0000000052167  46
## + OpAstper      1 0.0000000052175  46
## + nc_fut_sos    1 0.0000000052183  46
## + ov_cur_sos    1 0.0000000052183  46
## + ov_fut_sos    1 0.0000000052189  46
## + PPPOff        1 0.0000000052330  46
## + threePRateD   1 0.0000000052384  46
## + Ftper         1 0.0000000052417  46
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=42
## conf_winner ~ barthag + adj_o + adj_d + adj_t + wab + nc_cur_sos + 
##     eFGD. + FTRate + TOVper + TOVperD + OpORebper + twoPper + 
##     twoPperD + threePperD + Blkper + Blkedper + Astper + threePRate + 
##     Exp + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_d         1 0.0000000060320  40
## - wab           1 0.0000000062698  40
## - TOVper        1 0.0000000063860  40
## - Blkper        1 0.0000000063988  40
## - barthag       1 0.0000000064433  40
## - twoPper       1 0.0000000064931  40
## - threePRate    1 0.0000000065422  40
## - twoPperD      1 0.0000000068936  40
## - threePperD    1 0.0000000072296  40
## - adj_o         1 0.0000000073495  40
## - Astper        1 0.0000000077066  40
## - adj_t         1 0.0000000082619  40
## - Blkedper      1 0.0000000082971  40
## - nc_cur_sos    1 0.0000000083692  40
## - Exp           1 0.0000000088778  40
## - OpORebper     1 0.0000000096102  40
## - eFGD.         1 0.0000000102030  40
## - PPPDef        1 0.0000000120741  40
## - FTRate        1 0.0000000139101  40
## - TOVperD       1 0.0000000192002  40
## <none>            0.0000000057046  42
## + barthag_rk    1 0.0000000052424  44
## + Talent        1 0.0000000052835  44
## + adj_d_rk      1 0.0000000053622  44
## + Orebper       1 0.0000000054213  44
## + eFG           1 0.0000000054472  44
## + Adj.T         1 0.0000000054609  44
## + RawT          1 0.0000000054655  44
## + AvgHgt        1 0.0000000054723  44
## + ov_elite_sos  1 0.0000000055559  44
## + adj_o_rk      1 0.0000000055567  44
## + threePper     1 0.0000000055570  44
## + EliteSOS      1 0.0000000055730  44
## + Ftper         1 0.0000000055823  44
## + Op.Ftper      1 0.0000000056050  44
## + threePRateD   1 0.0000000056081  44
## + EffHgt        1 0.0000000056128  44
## + nc_elite_sos  1 0.0000000056149  44
## + FTRateD       1 0.0000000056544  44
## + PPPOff        1 0.0000000056760  44
## + ov_cur_sos    1 0.0000000056787  44
## + ov_fut_sos    1 0.0000000056791  44
## + nc_fut_sos    1 0.0000000056813  44
## + OpAstper      1 0.0000000056821  44
## + adj_t_rk      1 0.0000000056969  44
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=40
## conf_winner ~ barthag + adj_o + adj_t + wab + nc_cur_sos + eFGD. + 
##     FTRate + TOVper + TOVperD + OpORebper + twoPper + twoPperD + 
##     threePperD + Blkper + Blkedper + Astper + threePRate + Exp + 
##     PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - wab           1 0.0000000063990  38
## - barthag       1 0.0000000064495  38
## - TOVper        1 0.0000000064759  38
## - Blkper        1 0.0000000068035  38
## - twoPperD      1 0.0000000069704  38
## - twoPper       1 0.0000000072479  38
## - threePperD    1 0.0000000072798  38
## - Astper        1 0.0000000077526  38
## - adj_o         1 0.0000000078535  38
## - threePRate    1 0.0000000082081  38
## - Blkedper      1 0.0000000083017  38
## - adj_t         1 0.0000000089553  38
## - Exp           1 0.0000000089973  38
## - eFGD.         1 0.0000000102426  38
## - OpORebper     1 0.0000000106909  38
## - nc_cur_sos    1 0.0000000125976  38
## - FTRate        1 0.0000000140591  38
## - PPPDef        1 0.0000000145097  38
## - TOVperD       1 0.0000000194963  38
## <none>            0.0000000060320  40
## + AvgHgt        1 0.0000000055546  42
## + adj_d         1 0.0000000057046  42
## + barthag_rk    1 0.0000000057339  42
## + eFG           1 0.0000000057503  42
## + Adj.T         1 0.0000000058283  42
## + threePper     1 0.0000000058307  42
## + PPPOff        1 0.0000000059020  42
## + RawT          1 0.0000000059052  42
## + Op.Ftper      1 0.0000000059375  42
## + Orebper       1 0.0000000059427  42
## + Talent        1 0.0000000059483  42
## + nc_elite_sos  1 0.0000000059955  42
## + FTRateD       1 0.0000000059988  42
## + ov_elite_sos  1 0.0000000060038  42
## + EliteSOS      1 0.0000000060046  42
## + OpAstper      1 0.0000000060102  42
## + nc_fut_sos    1 0.0000000060152  42
## + EffHgt        1 0.0000000060163  42
## + adj_o_rk      1 0.0000000060168  42
## + Ftper         1 0.0000000060225  42
## + threePRateD   1 0.0000000060234  42
## + adj_d_rk      1 0.0000000060234  42
## + ov_fut_sos    1 0.0000000060239  42
## + ov_cur_sos    1 0.0000000060252  42
## + adj_t_rk      1 0.0000000060310  42
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=38
## conf_winner ~ barthag + adj_o + adj_t + nc_cur_sos + eFGD. + 
##     FTRate + TOVper + TOVperD + OpORebper + twoPper + twoPperD + 
##     threePperD + Blkper + Blkedper + Astper + threePRate + Exp + 
##     PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - TOVper        1 0.000000006642  36
## - barthag       1 0.000000006716  36
## - Blkper        1 0.000000007516  36
## - Astper        1 0.000000008078  36
## - twoPperD      1 0.000000008255  36
## - threePperD    1 0.000000008490  36
## - adj_t         1 0.000000009330  36
## - adj_o         1 0.000000009630  36
## - twoPper       1 0.000000010689  36
## - threePRate    1 0.000000010765  36
## - Exp           1 0.000000011063  36
## - OpORebper     1 0.000000011104  36
## - Blkedper      1 0.000000011591  36
## - eFGD.         1 0.000000014660  36
## - nc_cur_sos    1 0.000000016447  36
## - FTRate        1 0.000000018764  36
## - PPPDef        1 0.000000019069  36
## - TOVperD       1 0.000000033462  36
## <none>            0.000000006399  38
## + AvgHgt        1 0.000000006015  40
## + wab           1 0.000000006032  40
## + EliteSOS      1 0.000000006158  40
## + ov_elite_sos  1 0.000000006203  40
## + ov_cur_sos    1 0.000000006212  40
## + ov_fut_sos    1 0.000000006213  40
## + RawT          1 0.000000006266  40
## + adj_d         1 0.000000006270  40
## + Op.Ftper      1 0.000000006289  40
## + PPPOff        1 0.000000006341  40
## + Ftper         1 0.000000006354  40
## + adj_d_rk      1 0.000000006364  40
## + Orebper       1 0.000000006367  40
## + nc_fut_sos    1 0.000000006382  40
## + adj_o_rk      1 0.000000006382  40
## + threePRateD   1 0.000000006386  40
## + Talent        1 0.000000006388  40
## + adj_t_rk      1 0.000000006390  40
## + EffHgt        1 0.000000006396  40
## + Adj.T         1 0.000000006398  40
## + OpAstper      1 0.000000006404  40
## + FTRateD       1 0.000000006406  40
## + nc_elite_sos  1 0.000000006407  40
## + barthag_rk    1 0.000000006411  40
## + threePper     1 0.000000006423  40
## + eFG           1 0.000000006428  40
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=36
## conf_winner ~ barthag + adj_o + adj_t + nc_cur_sos + eFGD. + 
##     FTRate + TOVperD + OpORebper + twoPper + twoPperD + threePperD + 
##     Blkper + Blkedper + Astper + threePRate + Exp + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - barthag       1 0.000000006989  34
## - twoPperD      1 0.000000008208  34
## - threePperD    1 0.000000008756  34
## - Blkper        1 0.000000009243  34
## - adj_t         1 0.000000009902  34
## - twoPper       1 0.000000010690  34
## - Astper        1 0.000000011127  34
## - OpORebper     1 0.000000011473  34
## - Exp           1 0.000000011503  34
## - threePRate    1 0.000000012013  34
## - Blkedper      1 0.000000012481  34
## - adj_o         1 0.000000013623  34
## - eFGD.         1 0.000000014975  34
## - FTRate        1 0.000000020904  34
## - nc_cur_sos    1 0.000000022924  34
## - PPPDef        1 0.000000032978  34
## - TOVperD       1 0.000000040096  34
## <none>            0.000000006642  36
## + ov_elite_sos  1 0.000000006308  38
## + EliteSOS      1 0.000000006322  38
## + TOVper        1 0.000000006399  38
## + ov_fut_sos    1 0.000000006427  38
## + ov_cur_sos    1 0.000000006427  38
## + EffHgt        1 0.000000006447  38
## + Orebper       1 0.000000006461  38
## + wab           1 0.000000006476  38
## + RawT          1 0.000000006487  38
## + adj_d         1 0.000000006501  38
## + threePRateD   1 0.000000006520  38
## + Ftper         1 0.000000006544  38
## + AvgHgt        1 0.000000006562  38
## + eFG           1 0.000000006569  38
## + threePper     1 0.000000006575  38
## + nc_elite_sos  1 0.000000006579  38
## + FTRateD       1 0.000000006596  38
## + adj_t_rk      1 0.000000006599  38
## + adj_d_rk      1 0.000000006611  38
## + adj_o_rk      1 0.000000006615  38
## + PPPOff        1 0.000000006617  38
## + Op.Ftper      1 0.000000006621  38
## + nc_fut_sos    1 0.000000006629  38
## + Talent        1 0.000000006629  38
## + OpAstper      1 0.000000006638  38
## + Adj.T         1 0.000000006641  38
## + barthag_rk    1 0.000000006657  38
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=34
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     OpORebper + twoPper + twoPperD + threePperD + Blkper + Blkedper + 
##     Astper + threePRate + Exp + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance   AIC
## - twoPperD      1     0.00 32.00
## - threePperD    1     0.00 32.00
## - Blkper        1     0.00 32.00
## - adj_t         1     0.00 32.00
## - Astper        1     0.00 32.00
## - twoPper       1     0.00 32.00
## - OpORebper     1     0.00 32.00
## - Exp           1     0.00 32.00
## - threePRate    1     0.00 32.00
## - Blkedper      1     0.00 32.00
## - eFGD.         1     0.00 32.00
## - FTRate        1     0.00 32.00
## - nc_cur_sos    1     0.00 32.00
## - PPPDef        1     0.00 32.00
## - TOVperD       1     0.00 32.00
## <none>                0.00 34.00
## + barthag_rk    1     0.00 36.00
## + barthag       1     0.00 36.00
## + TOVper        1     0.00 36.00
## + ov_elite_sos  1     0.00 36.00
## + EliteSOS      1     0.00 36.00
## + EffHgt        1     0.00 36.00
## + adj_o_rk      1     0.00 36.00
## + wab           1     0.00 36.00
## + threePRateD   1     0.00 36.00
## + Orebper       1     0.00 36.00
## + ov_fut_sos    1     0.00 36.00
## + ov_cur_sos    1     0.00 36.00
## + PPPOff        1     0.00 36.00
## + adj_d_rk      1     0.00 36.00
## + Ftper         1     0.00 36.00
## + adj_t_rk      1     0.00 36.00
## + OpAstper      1     0.00 36.00
## + RawT          1     0.00 36.00
## + Op.Ftper      1     0.00 36.00
## + nc_fut_sos    1     0.00 36.00
## + adj_d         1     0.00 36.00
## + nc_elite_sos  1     0.00 36.00
## + AvgHgt        1     0.00 36.00
## + eFG           1     0.00 36.00
## + Talent        1     0.00 36.00
## + Adj.T         1     0.00 36.00
## + threePper     1     0.00 36.00
## + FTRateD       1     0.00 36.00
## - adj_o         1    21.01 53.01
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=32
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     OpORebper + twoPper + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + Exp + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance   AIC
## - threePperD    1     0.00 30.00
## - Astper        1     0.00 30.00
## - OpORebper     1     0.00 30.00
## - Blkper        1     0.00 30.00
## - Exp           1     0.00 30.00
## - twoPper       1     0.00 30.00
## - adj_t         1     0.00 30.00
## - threePRate    1     0.00 30.00
## - Blkedper      1     0.00 30.00
## - FTRate        1     0.00 30.00
## - PPPDef        1     0.00 30.00
## - nc_cur_sos    1     0.00 30.00
## - TOVperD       1     0.00 30.00
## - eFGD.         1     0.00 30.00
## <none>                0.00 32.00
## + twoPperD      1     0.00 34.00
## + wab           1     0.00 34.00
## + AvgHgt        1     0.00 34.00
## + RawT          1     0.00 34.00
## + Op.Ftper      1     0.00 34.00
## + Adj.T         1     0.00 34.00
## + PPPOff        1     0.00 34.00
## + EliteSOS      1     0.00 34.00
## + nc_elite_sos  1     0.00 34.00
## + barthag_rk    1     0.00 34.00
## + ov_elite_sos  1     0.00 34.00
## + adj_o_rk      1     0.00 34.00
## + barthag       1     0.00 34.00
## + threePRateD   1     0.00 34.00
## + Talent        1     0.00 34.00
## + adj_d         1     0.00 34.00
## + FTRateD       1     0.00 34.00
## + adj_t_rk      1     0.00 34.00
## + adj_d_rk      1     0.00 34.00
## + eFG           1     0.00 34.00
## + Orebper       1     0.00 34.00
## + nc_fut_sos    1     0.00 34.00
## + OpAstper      1     0.00 34.00
## + threePper     1     0.00 34.00
## + ov_fut_sos    1     0.00 34.00
## + ov_cur_sos    1     0.00 34.00
## + Ftper         1     0.00 34.00
## + TOVper        1     0.00 34.00
## + EffHgt        1     0.00 34.00
## - adj_o         1    21.26 51.26
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=30
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     OpORebper + twoPper + Blkper + Blkedper + Astper + threePRate + 
##     Exp + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - OpORebper     1    0.000 28.000
## - Astper        1    0.000 28.000
## - Exp           1    0.000 28.000
## - Blkper        1    0.000 28.000
## - twoPper       1    0.000 28.000
## - threePRate    1    0.000 28.000
## - Blkedper      1    0.000 28.000
## - adj_t         1    0.000 28.000
## - FTRate        1    0.000 28.000
## - PPPDef        1    0.000 28.000
## - nc_cur_sos    1    0.000 28.000
## - TOVperD       1    0.000 28.000
## - eFGD.         1    0.000 28.000
## <none>               0.000 30.000
## + threePperD    1    0.000 32.000
## + TOVper        1    0.000 32.000
## + nc_elite_sos  1    0.000 32.000
## + AvgHgt        1    0.000 32.000
## + RawT          1    0.000 32.000
## + twoPperD      1    0.000 32.000
## + PPPOff        1    0.000 32.000
## + Op.Ftper      1    0.000 32.000
## + FTRateD       1    0.000 32.000
## + eFG           1    0.000 32.000
## + wab           1    0.000 32.000
## + Orebper       1    0.000 32.000
## + EliteSOS      1    0.000 32.000
## + Adj.T         1    0.000 32.000
## + threePper     1    0.000 32.000
## + adj_t_rk      1    0.000 32.000
## + ov_elite_sos  1    0.000 32.000
## + threePRateD   1    0.000 32.000
## + barthag       1    0.000 32.000
## + barthag_rk    1    0.000 32.000
## + OpAstper      1    0.000 32.000
## + adj_o_rk      1    0.000 32.000
## + adj_d         1    0.000 32.000
## + Ftper         1    0.000 32.000
## + ov_fut_sos    1    0.000 32.000
## + ov_cur_sos    1    0.000 32.000
## + nc_fut_sos    1    0.000 32.000
## + EffHgt        1    0.000 32.000
## + Talent        1    0.000 32.000
## + adj_d_rk      1    0.000 32.000
## - adj_o         1   22.909 50.909
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=28
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     twoPper + Blkper + Blkedper + Astper + threePRate + Exp + 
##     PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Exp           1    0.000 26.000
## - threePRate    1    0.000 26.000
## - Astper        1    0.000 26.000
## - Blkper        1    0.000 26.000
## - Blkedper      1    0.000 26.000
## - adj_t         1    0.000 26.000
## - PPPDef        1    0.000 26.000
## - twoPper       1    0.000 26.000
## - FTRate        1    0.000 26.000
## - eFGD.         1    0.000 26.000
## <none>               0.000 28.000
## + Op.Ftper      1    0.000 30.000
## + OpORebper     1    0.000 30.000
## + EliteSOS      1    0.000 30.000
## + AvgHgt        1    0.000 30.000
## + ov_elite_sos  1    0.000 30.000
## + nc_elite_sos  1    0.000 30.000
## + adj_t_rk      1    0.000 30.000
## + wab           1    0.000 30.000
## + Ftper         1    0.000 30.000
## + RawT          1    0.000 30.000
## + ov_fut_sos    1    0.000 30.000
## + ov_cur_sos    1    0.000 30.000
## + adj_d_rk      1    0.000 30.000
## + adj_d         1    0.000 30.000
## + TOVper        1    0.000 30.000
## + Talent        1    0.000 30.000
## + threePperD    1    0.000 30.000
## + OpAstper      1    0.000 30.000
## + barthag_rk    1    0.000 30.000
## + barthag       1    0.000 30.000
## + threePper     1    0.000 30.000
## + twoPperD      1    0.000 30.000
## + adj_o_rk      1    0.000 30.000
## + FTRateD       1    0.000 30.000
## + eFG           1    0.000 30.000
## + EffHgt        1    0.000 30.000
## + PPPOff        1    0.000 30.000
## + nc_fut_sos    1    0.000 30.000
## + threePRateD   1    0.000 30.000
## + Adj.T         1    0.000 30.000
## + Orebper       1    0.000 30.000
## - nc_cur_sos    1   15.786 41.786
## - adj_o         1   23.724 49.724
## - TOVperD       1   72.087 98.087
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=26
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     twoPper + Blkper + Blkedper + Astper + threePRate + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - threePRate    1    0.000 24.000
## - Blkedper      1    0.000 24.000
## - Astper        1    0.000 24.000
## - adj_t         1    0.000 24.000
## - twoPper       1    0.000 24.000
## - Blkper        1    0.000 24.000
## - PPPDef        1    0.000 24.000
## <none>               0.000 26.000
## + Exp           1    0.000 28.000
## + Op.Ftper      1    0.000 28.000
## + OpORebper     1    0.000 28.000
## + RawT          1    0.000 28.000
## + adj_d_rk      1    0.000 28.000
## + EliteSOS      1    0.000 28.000
## + FTRateD       1    0.000 28.000
## + ov_elite_sos  1    0.000 28.000
## + ov_cur_sos    1    0.000 28.000
## + ov_fut_sos    1    0.000 28.000
## + TOVper        1    0.000 28.000
## + adj_t_rk      1    0.000 28.000
## + threePRateD   1    0.000 28.000
## + OpAstper      1    0.000 28.000
## + adj_d         1    0.000 28.000
## + Orebper       1    0.000 28.000
## + PPPOff        1    0.000 28.000
## + nc_elite_sos  1    0.000 28.000
## + adj_o_rk      1    0.000 28.000
## + Adj.T         1    0.000 28.000
## + Ftper         1    0.000 28.000
## + barthag_rk    1    0.000 28.000
## + wab           1    0.000 28.000
## + Talent        1    0.000 28.000
## + barthag       1    0.000 28.000
## + threePper     1    0.000 28.000
## + twoPperD      1    0.000 28.000
## + eFG           1    0.000 28.000
## + threePperD    1    0.000 28.000
## + EffHgt        1    0.000 28.000
## + nc_fut_sos    1    0.000 28.000
## + AvgHgt        1    0.000 28.000
## - TOVperD       1   13.566 37.566
## - FTRate        1   14.459 38.459
## - eFGD.         1   25.693 49.693
## - adj_o         1   26.287 50.287
## - nc_cur_sos    1   26.838 50.838
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=24
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     twoPper + Blkper + Blkedper + Astper + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Blkedper      1     0.00  22.00
## - Astper        1     0.00  22.00
## - adj_t         1     0.00  22.00
## - twoPper       1     0.00  22.00
## <none>                0.00  24.00
## + Op.Ftper      1     0.00  26.00
## + threePRate    1     0.00  26.00
## + Exp           1     0.00  26.00
## + threePRateD   1     0.00  26.00
## + adj_d_rk      1     0.00  26.00
## + OpAstper      1     0.00  26.00
## + RawT          1     0.00  26.00
## + EliteSOS      1     0.00  26.00
## + adj_d         1     0.00  26.00
## + OpORebper     1     0.00  26.00
## + ov_elite_sos  1     0.00  26.00
## + nc_elite_sos  1     0.00  26.00
## + ov_cur_sos    1     0.00  26.00
## + ov_fut_sos    1     0.00  26.00
## + adj_o_rk      1     0.00  26.00
## + twoPperD      1     0.00  26.00
## + Orebper       1     0.00  26.00
## + threePperD    1     0.00  26.00
## + adj_t_rk      1     0.00  26.00
## + TOVper        1     0.00  26.00
## + barthag_rk    1     0.00  26.00
## + barthag       1     0.00  26.00
## + PPPOff        1     0.00  26.00
## + Ftper         1     0.00  26.00
## + wab           1     0.00  26.00
## + EffHgt        1     0.00  26.00
## + Talent        1     0.00  26.00
## + nc_fut_sos    1     0.00  26.00
## + FTRateD       1     0.00  26.00
## + AvgHgt        1     0.00  26.00
## + eFG           1     0.00  26.00
## + Adj.T         1     0.00  26.00
## + threePper     1     0.00  26.00
## - Blkper        1     8.65  30.65
## - TOVperD       1    14.83  36.83
## - FTRate        1    17.03  39.03
## - eFGD.         1    27.45  49.45
## - nc_cur_sos    1    29.59  51.59
## - adj_o         1    32.41  54.41
## - PPPDef        1   576.70 598.70
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=22
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     twoPper + Blkper + Astper + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Astper        1    0.000 20.000
## - twoPper       1    0.000 20.000
## - adj_t         1    0.000 20.000
## <none>               0.000 22.000
## + Op.Ftper      1    0.000 24.000
## + OpORebper     1    0.000 24.000
## + OpAstper      1    0.000 24.000
## + Blkedper      1    0.000 24.000
## + TOVper        1    0.000 24.000
## + adj_d_rk      1    0.000 24.000
## + Exp           1    0.000 24.000
## + adj_o_rk      1    0.000 24.000
## + Orebper       1    0.000 24.000
## + ov_fut_sos    1    0.000 24.000
## + ov_cur_sos    1    0.000 24.000
## + threePRateD   1    0.000 24.000
## + adj_d         1    0.000 24.000
## + RawT          1    0.000 24.000
## + EliteSOS      1    0.000 24.000
## + threePperD    1    0.000 24.000
## + twoPperD      1    0.000 24.000
## + ov_elite_sos  1    0.000 24.000
## + eFG           1    0.000 24.000
## + FTRateD       1    0.000 24.000
## + Talent        1    0.000 24.000
## + threePper     1    0.000 24.000
## + threePRate    1    0.000 24.000
## + Ftper         1    0.000 24.000
## + Adj.T         1    0.000 24.000
## + PPPOff        1    0.000 24.000
## + nc_elite_sos  1    0.000 24.000
## + adj_t_rk      1    0.000 24.000
## + barthag_rk    1    0.000 24.000
## + barthag       1    0.000 24.000
## + wab           1    0.000 24.000
## + AvgHgt        1    0.000 24.000
## + EffHgt        1    0.000 24.000
## + nc_fut_sos    1    0.000 24.000
## - Blkper        1   12.557 32.557
## - PPPDef        1   14.933 34.933
## - TOVperD       1   19.033 39.033
## - FTRate        1   21.477 41.477
## - eFGD.         1   27.651 47.651
## - adj_o         1   37.326 57.326
## - nc_cur_sos    1   39.165 59.165
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=20
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     twoPper + Blkper + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - twoPper       1    0.000 18.000
## <none>               0.000 20.000
## + OpORebper     1    0.000 22.000
## + RawT          1    0.000 22.000
## + FTRateD       1    0.000 22.000
## + adj_d_rk      1    0.000 22.000
## + Exp           1    0.000 22.000
## + Astper        1    0.000 22.000
## + nc_elite_sos  1    0.000 22.000
## + ov_elite_sos  1    0.000 22.000
## + adj_t_rk      1    0.000 22.000
## + EliteSOS      1    0.000 22.000
## + ov_fut_sos    1    0.000 22.000
## + ov_cur_sos    1    0.000 22.000
## + Blkedper      1    0.000 22.000
## + threePRateD   1    0.000 22.000
## + Op.Ftper      1    0.000 22.000
## + PPPOff        1    0.000 22.000
## + adj_o_rk      1    0.000 22.000
## + Adj.T         1    0.000 22.000
## + TOVper        1    0.000 22.000
## + threePRate    1    0.000 22.000
## + EffHgt        1    0.000 22.000
## + AvgHgt        1    0.000 22.000
## + OpAstper      1    0.000 22.000
## + threePperD    1    0.000 22.000
## + twoPperD      1    0.000 22.000
## + Talent        1    0.000 22.000
## + adj_d         1    0.000 22.000
## + barthag       1    0.000 22.000
## + barthag_rk    1    0.000 22.000
## + eFG           1    0.000 22.000
## + nc_fut_sos    1    0.000 22.000
## + Orebper       1    0.000 22.000
## + threePper     1    0.000 22.000
## + Ftper         1    0.000 22.000
## + wab           1    0.000 22.000
## - Blkper        1   14.628 32.628
## - adj_t         1   15.767 33.767
## - PPPDef        1   17.153 35.153
## - TOVperD       1   19.765 37.765
## - FTRate        1   23.816 41.816
## - eFGD.         1   28.236 46.236
## - adj_o         1   37.372 55.372
## - nc_cur_sos    1   39.388 57.388
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=18
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD + 
##     Blkper + PPPDef
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## <none>               0.000 18.000
## + OpORebper     1    0.000 20.000
## + twoPper       1    0.000 20.000
## + FTRateD       1    0.000 20.000
## + RawT          1    0.000 20.000
## + Exp           1    0.000 20.000
## + adj_t_rk      1    0.000 20.000
## + PPPOff        1    0.000 20.000
## + Op.Ftper      1    0.000 20.000
## + Ftper         1    0.000 20.000
## + threePper     1    0.000 20.000
## + threePRate    1    0.000 20.000
## + EliteSOS      1    0.000 20.000
## + Orebper       1    0.000 20.000
## + ov_cur_sos    1    0.000 20.000
## + ov_fut_sos    1    0.000 20.000
## + Astper        1    0.000 20.000
## + ov_elite_sos  1    0.000 20.000
## + threePRateD   1    0.000 20.000
## + nc_elite_sos  1    0.000 20.000
## + eFG           1    0.000 20.000
## + OpAstper      1    0.000 20.000
## + barthag_rk    1    0.000 20.000
## + EffHgt        1    0.000 20.000
## + adj_d         1    0.000 20.000
## + Blkedper      1    0.000 20.000
## + TOVper        1    0.000 20.000
## + Talent        1    0.000 20.000
## + adj_d_rk      1    0.000 20.000
## + barthag       1    0.000 20.000
## + wab           1    0.000 20.000
## + adj_o_rk      1    0.000 20.000
## + Adj.T         1    0.000 20.000
## + nc_fut_sos    1    0.000 20.000
## + threePperD    1    0.000 20.000
## + AvgHgt        1    0.000 20.000
## + twoPperD      1    0.000 20.000
## - Blkper        1   15.463 31.463
## - adj_t         1   15.774 31.774
## - PPPDef        1   19.260 35.260
## - TOVperD       1   22.915 38.915
## - FTRate        1   25.641 41.641
## - eFGD.         1   28.247 44.247
## - nc_cur_sos    1   40.127 56.127
## - adj_o         1   53.324 69.324
summary(B12.lm.stepwise)
## 
## Call:
## glm(formula = conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + 
##     FTRate + TOVperD + Blkper + PPPDef, family = "binomial", 
##     data = B12_train.df, na.action = na.exclude)
## 
## Coefficients:
##               Estimate Std. Error z value Pr(>|z|)
## (Intercept)   -7555.81  582884.07  -0.013    0.990
## adj_o            86.30    6935.49   0.012    0.990
## adj_t           -54.09    4098.13  -0.013    0.989
## nc_cur_sos     5578.29  418647.89   0.013    0.989
## eFGD.          -369.48   30388.66  -0.012    0.990
## FTRate          -44.09    3305.90  -0.013    0.989
## TOVperD         219.92   16832.30   0.013    0.990
## Blkper          -50.45    5547.40  -0.009    0.993
## PPPDef        13398.72 1063636.24   0.013    0.990
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 85.35107105843  on 133  degrees of freedom
## Residual deviance:  0.00000046946  on 125  degrees of freedom
## AIC: 18
## 
## Number of Fisher Scoring iterations: 25
#accuracy
B12.lm.step.pred <- predict(B12.lm.stepwise, B12_valid.df, na.action = na.pass)
accuracy(B12.lm.step.pred, B12_valid.df$conf_winner)
##                ME     RMSE      MAE MPE MAPE
## Test set 1148.187 1418.803 1178.849 NaN  Inf

ACC Conference

In this section, our group is splitting the “ACC.df” dataframe that we created by filtering for only teams in the ACC conference into a training set (80%) and validation set (20%)

ACC.df <- team.df2024 %>%
  filter(conf == "ACC")

RNGkind(sample.kind="Rounding")
## Warning in RNGkind(sample.kind = "Rounding"): non-uniform 'Rounding' sampler
## used
set.seed(123)

ACCtrain.index <- sample(c(1:dim(ACC.df)[1]), dim(ACC.df)[1]*0.8)  
ACC_train.df <-ACC.df[ACCtrain.index, ]
ACC_valid.df <- ACC.df[-ACCtrain.index, ]
head(ACC_train.df)
##              team year conf conf_winner  barthag barthag_rk   adj_o adj_o_rk
## 1:    Florida St. 2023  ACC           0 0.429870        205 103.970      169
## 2:       Virginia 2008  ACC           0 0.744886         84 110.425       49
## 3:       Maryland 2008  ACC           0 0.813490         56 107.020       85
## 4:  Virginia Tech 2011  ACC           0 0.876803         31 109.506       58
## 5:  Virginia Tech 2023  ACC           0 0.770982         75 113.983       29
## 6: Boston College 2017  ACC           0 0.561785        138 104.146      158
##       adj_d adj_d_rk   adj_t adj_t_rk         wab nc_elite_sos nc_fut_sos
## 1: 106.5550      231 68.6909      100 -11.8880968           19     0.5943
## 2: 100.6010      147 70.0321       75  -3.3679020           15     0.4155
## 3:  94.1551       46 71.1098       40  -2.1708422           16     0.4901
## 4:  92.3257       25 65.1376      247   0.9511234           20     0.5263
## 5: 102.5640      143 66.5529      210  -3.2124466           15     0.4616
## 6: 101.9200      128 72.5239       45  -9.7652560           11     0.4247
##    nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos  eFG eFGD. FTRate FTRateD
## 1:     0.5943           25     0.6595     0.6595 49.3  53.1   30.4    30.9
## 2:     0.4155           29     0.6468     0.6468 50.3  52.0   35.3    33.2
## 3:     0.4901           30     0.6738     0.6738 50.9  44.4   37.5    30.9
## 4:     0.5263           28     0.6562     0.6562 50.3  47.4   40.7    31.2
## 5:     0.4616           24     0.6329     0.6329 54.0  50.7   25.9    25.2
## 6:     0.4247           32     0.6855     0.6855 51.6  53.2   29.6    39.6
##    TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1:   17.6    17.1    25.9      31.5 69.0    49.2     50.8      33.0       37.6
## 2:   19.4    18.8    36.1      28.6 71.3    47.6     50.1      36.6       36.7
## 3:   23.4    19.7    35.0      34.9 71.7    50.9     42.6      33.8       32.4
## 4:   18.6    21.7    32.6      31.1 65.7    50.7     46.9      33.0       32.2
## 5:   14.7    16.3    25.9      27.7 66.9    54.3     50.5      35.8       34.0
## 6:   20.1    17.2    25.6      24.2 72.5    49.1     53.2      37.4       35.4
##    Blkper Blkedper Astper OpAstper threePRate threePRateD  Adj.T AvgHgt EffHgt
## 1:   11.3      7.5   53.6     55.4       34.5        41.1 68.691 79.222 81.766
## 2:    6.4      9.4   50.6     56.8       37.0        38.3 70.032 77.198 80.160
## 3:   15.1     11.5   62.8     50.1       27.8        30.4 71.110 78.423 80.198
## 4:   10.5      8.8   51.0     53.7       31.0        35.4 63.690 77.532 79.390
## 5:    8.3      9.9   56.6     47.4       39.6        35.6 66.553 77.293 80.454
## 6:    7.3     10.0   56.1     58.0       36.4        35.2 71.159 77.597 80.143
##      Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.263 66.035  72.6     75.6  1.005  1.104   24.721
## 2: 1.710 57.579  70.5     66.5  1.066  1.039   28.546
## 3: 1.382 68.771  70.3     74.0  1.014  0.969   29.953
## 4: 2.195 56.064  71.0     65.7  1.060  0.946   27.327
## 5: 1.921 40.736  73.5     71.0  1.105  1.045   23.799
## 6: 1.526 28.745  68.0     75.6  1.000  1.081   31.492
head(ACC_valid.df)
##              team year conf conf_winner  barthag barthag_rk   adj_o adj_o_rk
## 1: Boston College 2009  ACC           0 0.801838         61 112.593       29
## 2: Boston College 2010  ACC           0 0.805452         63 110.953       45
## 3: Boston College 2011  ACC           0 0.799607         63 115.817       14
## 4: Boston College 2018  ACC           0 0.739872         80 112.588       51
## 5:        Clemson 2011  ACC           0 0.900769         22 109.363       60
## 6:           Duke 2015  ACC           0 0.976397          2 125.215        3
##       adj_d adj_d_rk   adj_t adj_t_rk           wab nc_elite_sos nc_fut_sos
## 1:  99.7062      143 66.9505      159  0.5240552674           13     0.4470
## 2:  98.0587      103 65.6625      246 -4.4522963707           14     0.4471
## 3: 102.6860      194 63.8255      297 -0.0001343277           17     0.5608
## 4: 102.8060      149 70.8883       92 -1.8494290381           15     0.4067
## 5:  90.2750       11 64.8425      257  0.6529901266           16     0.4952
## 6:  90.5895       11 66.3811       95 10.6637539813           25     0.5559
##    nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos  eFG eFGD. FTRate FTRateD
## 1:     0.4470           28     0.6607     0.6607 49.7  47.4   36.7    34.8
## 2:     0.4471           31     0.6716     0.6716 49.1  47.9   30.5    31.0
## 3:     0.5608           29     0.6753     0.6753 54.5  50.8   31.5    25.9
## 4:     0.4067           30     0.6623     0.6623 52.1  51.8   30.7    27.1
## 5:     0.4952           29     0.6714     0.6714 50.3  45.6   38.5    34.8
## 6:     0.5559           38     0.7375     0.7375 56.6  46.5   39.8    23.9
##    TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1:   19.7    18.4    40.6      37.1 67.6    49.4     46.7      33.4       32.8
## 2:   19.3    17.8    38.5      31.7 65.8    49.2     48.9      32.6       30.2
## 3:   17.2    16.2    30.4      33.2 64.2    52.4     49.6      38.2       35.3
## 4:   18.2    17.6    30.1      26.0 70.2    51.1     50.1      35.9       36.1
## 5:   20.1    23.2    34.2      32.5 65.1    49.5     43.6      34.4       33.1
## 6:   16.3    18.6    35.8      30.2 65.9    55.9     46.3      38.7       31.4
##    Blkper Blkedper Astper OpAstper threePRate threePRateD  Adj.T AvgHgt EffHgt
## 1:   10.4     12.0   56.8     48.9       32.5        29.8 65.804 77.390 80.366
## 2:    8.6     11.1   58.3     47.5       27.3        28.3 64.153 77.630 80.219
## 3:    6.8     10.6   60.4     51.6       43.3        35.2 62.382 76.661 79.610
## 4:    8.8      8.5   51.9     51.6       39.5        40.5 69.691 78.123 81.422
## 5:   13.2      8.8   54.9     52.8       34.5        32.4 63.401 75.712 80.025
## 6:    9.0      8.3   53.5     47.0       33.4        27.8 65.770 77.534 81.331
##      Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.241 56.026  73.8     69.4  1.090  1.034   27.532
## 2: 1.819 56.686  71.6     67.2  1.051  1.003   30.456
## 3: 2.316 44.614  72.4     70.9  1.119  1.080   27.582
## 4: 1.189 26.927  74.1     74.4  1.077  1.052   30.296
## 5: 2.003 53.197  70.1     71.0  1.045  0.935   27.879
## 6: 1.062 95.491  69.9     69.4  1.194  0.967   36.852

Logistic Regression

options(scipen = 999)
ACC.lm <- glm(conf_winner ~  barthag + barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS,  data = ACC_train.df, family = "binomial", na.action = na.exclude)
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
ACC.lm
## 
## Call:  glm(formula = conf_winner ~ barthag + barthag_rk + adj_o_rk + 
##     adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + 
##     nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS, family = "binomial", data = ACC_train.df, 
##     na.action = na.exclude)
## 
## Coefficients:
##  (Intercept)       barthag    barthag_rk      adj_o_rk         adj_o  
##    2701.6677    -1562.0949       -3.3807       -0.4055       10.2009  
##        adj_d      adj_d_rk         adj_t      adj_t_rk           wab  
##     -23.5434        0.4101        5.3725        0.2752        6.8035  
## nc_elite_sos    nc_fut_sos    nc_cur_sos  ov_elite_sos    ov_fut_sos  
##       3.7784     -389.1057            NA       -0.3356      258.0387  
##   ov_cur_sos           eFG         eFGD.        FTRate       FTRateD  
##           NA        2.3235        4.3611        2.0480       -2.3876  
##       TOVper       TOVperD       Orebper     OpORebper          RawT  
##     -34.6570        4.7594       20.3197       -1.5184       11.5733  
##      twoPper      twoPperD     threePper    threePperD        Blkper  
##      17.1005       -4.3167       12.8638       -4.7128        2.0694  
##     Blkedper        Astper      OpAstper    threePRate   threePRateD  
##      -8.1260       -0.7144       -2.3982       -0.2801        0.7559  
##        Adj.T        AvgHgt        EffHgt           Exp        Talent  
##     -10.8257        2.6038       -5.9563        0.3688       -0.7345  
##        Ftper      Op.Ftper        PPPOff        PPPDef      EliteSOS  
##       7.2259       -2.8413    -3005.0675     1678.9482      -10.1350  
## 
## Degrees of Freedom: 176 Total (i.e. Null);  134 Residual
## Null Deviance:       87.76 
## Residual Deviance: 0.000000008398    AIC: 86

In the code above, we created a logistic regression that is predicting the binary outcome variable ‘conf_winner’ using all of the predictor independent variables listed in the formula above. Each coefficient represents the change in the log-odds of the response variable for a one-unit change in the corresponding variable if all the other variables are constant. Negative coefficients represent a negative relationship with the log-odds of being a conference winner. Positive coefficients represent a positive relationship with the log-odds of being a conference winner. There are 176 degrees of freedom for the null model and 134 degrees of freedom for the residual model. The null deviance is 87.76 which represents the deviance of the null model. The residual deviance is very small 8.4e-9 which represents the deviance of the model with no predictors. The smaller the null deviance and residual deviance indicate a better fitted model. The AIC is 86 which is very low and indicates a better fitted model if the score is low.

Confusion Matrix

# Make predictions on the validation dataset
ACC_predictions <- predict(ACC.lm, newdata = ACC_valid.df, type = "response")
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type == :
## prediction from rank-deficient fit; attr(*, "non-estim") has doubtful cases
# Convert predicted probabilities to class labels (0 or 1) based on a threshold (e.g., 0.5)
ACC_predicted_classes <- ifelse(ACC_predictions > 0.5, 1, 0)

# Create a confusion matrix
ACC_conf_matrix <- confusionMatrix(as.factor(ACC_valid.df$conf_winner), as.factor(ACC_predicted_classes), positive = '1')

# Print the confusion matrix
print(ACC_conf_matrix)
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction  0  1
##          0 36  5
##          1  2  2
##                                           
##                Accuracy : 0.8444          
##                  95% CI : (0.7054, 0.9351)
##     No Information Rate : 0.8444          
##     P-Value [Acc > NIR] : 0.5991          
##                                           
##                   Kappa : 0.2825          
##                                           
##  Mcnemar's Test P-Value : 0.4497          
##                                           
##             Sensitivity : 0.28571         
##             Specificity : 0.94737         
##          Pos Pred Value : 0.50000         
##          Neg Pred Value : 0.87805         
##              Prevalence : 0.15556         
##          Detection Rate : 0.04444         
##    Detection Prevalence : 0.08889         
##       Balanced Accuracy : 0.61654         
##                                           
##        'Positive' Class : 1               
## 
#calc specificity, etc. 

The model shows an overall accuracy of 84.44%, with sensitivity (True Positive Rate) at 28.57%. The Kappa value is 0.2825, indicating fair agreement beyond chance. The balanced accuracy is 61.65%, suggesting a moderate performance balance between sensitivity and specificity. The positive predictive value (precision) is 50%, indicating that half of the predicted positive cases are true positives. The model’s performance is relatively balanced, and further investigation or model improvement may be considered based on the specific requirements and constraints of the application.

Backward Selection

ACC.lm.backward <- step(ACC.lm, direction = 'backward')
## Start:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_elite_sos  1 0.0000000083870  84
## - Exp           1 0.0000000084039  84
## - eFG           1 0.0000000084223  84
## - OpORebper     1 0.0000000084247  84
## - eFGD.         1 0.0000000084472  84
## - TOVperD       1 0.0000000084570  84
## - twoPperD      1 0.0000000084598  84
## - adj_t         1 0.0000000084638  84
## - AvgHgt        1 0.0000000084647  84
## - threePperD    1 0.0000000084655  84
## - threePRateD   1 0.0000000084864  84
## - threePRate    1 0.0000000084950  84
## - twoPper       1 0.0000000085151  84
## - threePper     1 0.0000000085415  84
## - Astper        1 0.0000000085448  84
## - FTRate        1 0.0000000085556  84
## - Adj.T         1 0.0000000085935  84
## - Blkedper      1 0.0000000086195  84
## - ov_fut_sos    1 0.0000000086396  84
## - nc_elite_sos  1 0.0000000086402  84
## - EliteSOS      1 0.0000000086414  84
## - Op.Ftper      1 0.0000000086479  84
## - EffHgt        1 0.0000000086660  84
## - adj_o_rk      1 0.0000000086817  84
## - RawT          1 0.0000000086997  84
## - Blkper        1 0.0000000087184  84
## - PPPDef        1 0.0000000087311  84
## - FTRateD       1 0.0000000087745  84
## - TOVper        1 0.0000000088202  84
## - adj_d_rk      1 0.0000000088641  84
## - Ftper         1 0.0000000089056  84
## - nc_fut_sos    1 0.0000000089113  84
## - adj_t_rk      1 0.0000000089237  84
## - Orebper       1 0.0000000089617  84
## - PPPOff        1 0.0000000090503  84
## - OpAstper      1 0.0000000091109  84
## - Talent        1 0.0000000092804  84
## - wab           1 0.0000000095920  84
## - barthag_rk    1 0.0000000097844  84
## - adj_o         1 0.0000000101376  84
## - barthag       1 0.0000000103146  84
## - adj_d         1 0.0000000105722  84
## <none>            0.0000000083975  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Exp           1 0.0000000083994  82
## - eFG           1 0.0000000084121  82
## - OpORebper     1 0.0000000084181  82
## - TOVperD       1 0.0000000084518  82
## - eFGD.         1 0.0000000084552  82
## - AvgHgt        1 0.0000000084569  82
## - threePRateD   1 0.0000000084598  82
## - twoPperD      1 0.0000000084622  82
## - threePperD    1 0.0000000084746  82
## - adj_t         1 0.0000000084908  82
## - threePRate    1 0.0000000084908  82
## - FTRate        1 0.0000000085355  82
## - twoPper       1 0.0000000085505  82
## - threePper     1 0.0000000085656  82
## - Astper        1 0.0000000085656  82
## - Blkedper      1 0.0000000086252  82
## - Op.Ftper      1 0.0000000086699  82
## - EffHgt        1 0.0000000086880  82
## - ov_fut_sos    1 0.0000000086980  82
## - Adj.T         1 0.0000000087024  82
## - adj_o_rk      1 0.0000000087253  82
## - Blkper        1 0.0000000087329  82
## - RawT          1 0.0000000087481  82
## - nc_elite_sos  1 0.0000000087518  82
## - PPPDef        1 0.0000000087670  82
## - FTRateD       1 0.0000000087859  82
## - TOVper        1 0.0000000088085  82
## - Ftper         1 0.0000000089028  82
## - adj_t_rk      1 0.0000000089433  82
## - Orebper       1 0.0000000089472  82
## - adj_d_rk      1 0.0000000089792  82
## - nc_fut_sos    1 0.0000000089853  82
## - PPPOff        1 0.0000000090294  82
## - OpAstper      1 0.0000000090766  82
## - Talent        1 0.0000000093562  82
## - wab           1 0.0000000096026  82
## - EliteSOS      1 0.0000000098067  82
## - barthag_rk    1 0.0000000098729  82
## - adj_o         1 0.0000000102231  82
## - barthag       1 0.0000000103565  82
## - adj_d         1 0.0000000106690  82
## <none>            0.0000000083870  84
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - OpORebper     1 0.0000000084293  80
## - eFG           1 0.0000000084378  80
## - TOVperD       1 0.0000000084637  80
## - eFGD.         1 0.0000000084663  80
## - twoPperD      1 0.0000000084683  80
## - threePperD    1 0.0000000084830  80
## - AvgHgt        1 0.0000000084904  80
## - threePRateD   1 0.0000000085035  80
## - threePRate    1 0.0000000085192  80
## - adj_t         1 0.0000000085281  80
## - twoPper       1 0.0000000085560  80
## - threePper     1 0.0000000085693  80
## - Astper        1 0.0000000086677  80
## - Op.Ftper      1 0.0000000086875  80
## - ov_fut_sos    1 0.0000000087012  80
## - Adj.T         1 0.0000000087369  80
## - adj_o_rk      1 0.0000000087403  80
## - EffHgt        1 0.0000000087595  80
## - RawT          1 0.0000000087622  80
## - FTRate        1 0.0000000087660  80
## - PPPDef        1 0.0000000087871  80
## - Blkedper      1 0.0000000087910  80
## - Blkper        1 0.0000000088020  80
## - FTRateD       1 0.0000000088072  80
## - nc_elite_sos  1 0.0000000088818  80
## - adj_d_rk      1 0.0000000089877  80
## - Ftper         1 0.0000000090399  80
## - adj_t_rk      1 0.0000000090610  80
## - TOVper        1 0.0000000090919  80
## - OpAstper      1 0.0000000091681  80
## - Orebper       1 0.0000000092066  80
## - PPPOff        1 0.0000000092069  80
## - nc_fut_sos    1 0.0000000092451  80
## - Talent        1 0.0000000093929  80
## - wab           1 0.0000000096071  80
## - EliteSOS      1 0.0000000098253  80
## - barthag_rk    1 0.0000000099148  80
## - adj_o         1 0.0000000102633  80
## - barthag       1 0.0000000103813  80
## - adj_d         1 0.0000000106941  80
## <none>            0.0000000083994  82
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - eFG           1 0.0000000084833  78
## - twoPperD      1 0.0000000084969  78
## - eFGD.         1 0.0000000085069  78
## - threePperD    1 0.0000000085107  78
## - AvgHgt        1 0.0000000085158  78
## - adj_t         1 0.0000000085467  78
## - threePRate    1 0.0000000085493  78
## - threePRateD   1 0.0000000085720  78
## - twoPper       1 0.0000000085774  78
## - threePper     1 0.0000000085880  78
## - TOVperD       1 0.0000000085890  78
## - Astper        1 0.0000000086967  78
## - Op.Ftper      1 0.0000000087010  78
## - ov_fut_sos    1 0.0000000087232  78
## - Adj.T         1 0.0000000087463  78
## - EffHgt        1 0.0000000087650  78
## - RawT          1 0.0000000087846  78
## - FTRate        1 0.0000000088011  78
## - Blkper        1 0.0000000088132  78
## - adj_o_rk      1 0.0000000088305  78
## - Blkedper      1 0.0000000088519  78
## - nc_elite_sos  1 0.0000000089639  78
## - adj_d_rk      1 0.0000000090205  78
## - FTRateD       1 0.0000000091512  78
## - adj_t_rk      1 0.0000000092126  78
## - OpAstper      1 0.0000000092333  78
## - TOVper        1 0.0000000094543  78
## - PPPOff        1 0.0000000094741  78
## - Talent        1 0.0000000095098  78
## - nc_fut_sos    1 0.0000000095171  78
## - Orebper       1 0.0000000095442  78
## - Ftper         1 0.0000000095920  78
## - wab           1 0.0000000096637  78
## - EliteSOS      1 0.0000000098550  78
## - barthag_rk    1 0.0000000100039  78
## - PPPDef        1 0.0000000101667  78
## - adj_o         1 0.0000000104396  78
## - barthag       1 0.0000000105436  78
## - adj_d         1 0.0000000107900  78
## <none>            0.0000000084293  80
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - AvgHgt        1 0.0000000085381  76
## - twoPperD      1 0.0000000085657  76
## - threePRate    1 0.0000000085681  76
## - adj_t         1 0.0000000085744  76
## - eFGD.         1 0.0000000085755  76
## - threePperD    1 0.0000000085782  76
## - threePRateD   1 0.0000000085915  76
## - TOVperD       1 0.0000000086198  76
## - Op.Ftper      1 0.0000000087235  76
## - EffHgt        1 0.0000000087765  76
## - Astper        1 0.0000000087879  76
## - FTRate        1 0.0000000088163  76
## - Adj.T         1 0.0000000088294  76
## - Blkper        1 0.0000000088527  76
## - ov_fut_sos    1 0.0000000088544  76
## - adj_o_rk      1 0.0000000088945  76
## - RawT          1 0.0000000090334  76
## - adj_d_rk      1 0.0000000090428  76
## - twoPper       1 0.0000000090689  76
## - Blkedper      1 0.0000000091397  76
## - nc_elite_sos  1 0.0000000091947  76
## - threePper     1 0.0000000092166  76
## - FTRateD       1 0.0000000093206  76
## - adj_t_rk      1 0.0000000093484  76
## - OpAstper      1 0.0000000094592  76
## - PPPOff        1 0.0000000095033  76
## - TOVper        1 0.0000000095034  76
## - Talent        1 0.0000000095289  76
## - Orebper       1 0.0000000096191  76
## - Ftper         1 0.0000000096245  76
## - nc_fut_sos    1 0.0000000097699  76
## - wab           1 0.0000000098622  76
## - EliteSOS      1 0.0000000100503  76
## - barthag_rk    1 0.0000000102563  76
## - PPPDef        1 0.0000000103889  76
## - adj_o         1 0.0000000105231  76
## - barthag       1 0.0000000110079  76
## - adj_d         1 0.0000000110292  76
## <none>            0.0000000084833  78
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePRate    1 0.0000000086245  74
## - threePRateD   1 0.0000000086560  74
## - twoPperD      1 0.0000000086875  74
## - eFGD.         1 0.0000000087037  74
## - TOVperD       1 0.0000000087145  74
## - threePperD    1 0.0000000087263  74
## - Op.Ftper      1 0.0000000087718  74
## - EffHgt        1 0.0000000087830  74
## - FTRate        1 0.0000000088446  74
## - adj_t         1 0.0000000088460  74
## - Blkper        1 0.0000000089084  74
## - Astper        1 0.0000000089092  74
## - ov_fut_sos    1 0.0000000089242  74
## - Adj.T         1 0.0000000090068  74
## - RawT          1 0.0000000090487  74
## - Blkedper      1 0.0000000092161  74
## - adj_d_rk      1 0.0000000092239  74
## - nc_elite_sos  1 0.0000000093340  74
## - adj_t_rk      1 0.0000000093352  74
## - twoPper       1 0.0000000093647  74
## - OpAstper      1 0.0000000095114  74
## - threePper     1 0.0000000096091  74
## - FTRateD       1 0.0000000096690  74
## - TOVper        1 0.0000000098188  74
## - adj_o_rk      1 0.0000000098336  74
## - wab           1 0.0000000099360  74
## - Talent        1 0.0000000100120  74
## - EliteSOS      1 0.0000000100382  74
## - nc_fut_sos    1 0.0000000100785  74
## - Orebper       1 0.0000000102224  74
## - PPPOff        1 0.0000000102554  74
## - barthag_rk    1 0.0000000102816  74
## - Ftper         1 0.0000000104032  74
## - PPPDef        1 0.0000000104731  74
## - adj_o         1 0.0000000107063  74
## - barthag       1 0.0000000110750  74
## - adj_d         1 0.0000000112019  74
## <none>            0.0000000085381  76
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRateD + Adj.T + 
##     EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePRateD   1 0.0000000087174  72
## - twoPperD      1 0.0000000087526  72
## - eFGD.         1 0.0000000087658  72
## - threePperD    1 0.0000000087868  72
## - TOVperD       1 0.0000000088575  72
## - EffHgt        1 0.0000000088828  72
## - adj_t         1 0.0000000089404  72
## - Blkper        1 0.0000000089640  72
## - ov_fut_sos    1 0.0000000089863  72
## - Astper        1 0.0000000090398  72
## - Op.Ftper      1 0.0000000090644  72
## - Adj.T         1 0.0000000091476  72
## - RawT          1 0.0000000091526  72
## - Blkedper      1 0.0000000094807  72
## - adj_t_rk      1 0.0000000095250  72
## - nc_elite_sos  1 0.0000000095409  72
## - adj_d_rk      1 0.0000000097913  72
## - FTRate        1 0.0000000098799  72
## - FTRateD       1 0.0000000099279  72
## - wab           1 0.0000000099451  72
## - OpAstper      1 0.0000000101653  72
## - adj_o_rk      1 0.0000000103052  72
## - barthag_rk    1 0.0000000103558  72
## - PPPDef        1 0.0000000104538  72
## - twoPper       1 0.0000000104547  72
## - EliteSOS      1 0.0000000105080  72
## - threePper     1 0.0000000105315  72
## - nc_fut_sos    1 0.0000000105836  72
## - adj_o         1 0.0000000107388  72
## - PPPOff        1 0.0000000110287  72
## - Talent        1 0.0000000110597  72
## - barthag       1 0.0000000111494  72
## - Ftper         1 0.0000000111855  72
## - TOVper        1 0.0000000115071  72
## - Orebper       1 0.0000000118167  72
## - adj_d         1 0.0000000118714  72
## <none>            0.0000000086245  74
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + Adj.T + EffHgt + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - EffHgt        1 0.0000000088880  70
## - TOVperD       1 0.0000000089193  70
## - ov_fut_sos    1 0.0000000090037  70
## - twoPperD      1 0.0000000090246  70
## - adj_t         1 0.0000000090588  70
## - eFGD.         1 0.0000000090892  70
## - Astper        1 0.0000000091114  70
## - Op.Ftper      1 0.0000000091153  70
## - threePperD    1 0.0000000091403  70
## - RawT          1 0.0000000092482  70
## - Adj.T         1 0.0000000092990  70
## - Blkper        1 0.0000000094090  70
## - nc_elite_sos  1 0.0000000095089  70
## - Blkedper      1 0.0000000097308  70
## - adj_t_rk      1 0.0000000097504  70
## - FTRate        1 0.0000000098779  70
## - adj_d_rk      1 0.0000000100768  70
## - FTRateD       1 0.0000000100930  70
## - barthag_rk    1 0.0000000103826  70
## - PPPDef        1 0.0000000104726  70
## - OpAstper      1 0.0000000105684  70
## - nc_fut_sos    1 0.0000000106059  70
## - adj_o_rk      1 0.0000000107757  70
## - wab           1 0.0000000108337  70
## - threePper     1 0.0000000108781  70
## - EliteSOS      1 0.0000000108794  70
## - twoPper       1 0.0000000110544  70
## - barthag       1 0.0000000111779  70
## - Talent        1 0.0000000114945  70
## - adj_o         1 0.0000000115330  70
## - adj_d         1 0.0000000120056  70
## - TOVper        1 0.0000000123884  70
## - Ftper         1 0.0000000129422  70
## - Orebper       1 0.0000000133018  70
## - PPPOff        1 0.0000000137302  70
## <none>            0.0000000087174  72
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=70
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + Adj.T + Talent + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_fut_sos    1 0.0000000090064  68
## - TOVperD       1 0.0000000090510  68
## - Astper        1 0.0000000091277  68
## - Op.Ftper      1 0.0000000093157  68
## - twoPperD      1 0.0000000093808  68
## - adj_t         1 0.0000000093830  68
## - Blkper        1 0.0000000094032  68
## - threePperD    1 0.0000000094713  68
## - eFGD.         1 0.0000000094761  68
## - RawT          1 0.0000000095741  68
## - nc_elite_sos  1 0.0000000097271  68
## - Blkedper      1 0.0000000097371  68
## - adj_t_rk      1 0.0000000098926  68
## - Adj.T         1 0.0000000099617  68
## - FTRateD       1 0.0000000100764  68
## - FTRate        1 0.0000000101518  68
## - adj_d_rk      1 0.0000000102695  68
## - barthag_rk    1 0.0000000104009  68
## - PPPDef        1 0.0000000104846  68
## - wab           1 0.0000000108863  68
## - OpAstper      1 0.0000000109638  68
## - nc_fut_sos    1 0.0000000110449  68
## - adj_o_rk      1 0.0000000111757  68
## - barthag       1 0.0000000111768  68
## - threePper     1 0.0000000112204  68
## - twoPper       1 0.0000000112226  68
## - adj_o         1 0.0000000115097  68
## - adj_d         1 0.0000000124171  68
## - Talent        1 0.0000000124455  68
## - TOVper        1 0.0000000128982  68
## - Ftper         1 0.0000000129462  68
## - EliteSOS      1 0.0000000133344  68
## - PPPOff        1 0.0000000137814  68
## - Orebper       1 0.0000000139509  68
## <none>            0.0000000088880  70
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=68
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + Adj.T + Talent + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - TOVperD       1 0.0000000092407  66
## - Astper        1 0.0000000093554  66
## - adj_t         1 0.0000000095585  66
## - RawT          1 0.0000000095600  66
## - Op.Ftper      1 0.0000000096644  66
## - twoPperD      1 0.0000000096927  66
## - nc_elite_sos  1 0.0000000097439  66
## - Blkper        1 0.0000000097484  66
## - Blkedper      1 0.0000000098171  66
## - eFGD.         1 0.0000000098586  66
## - threePperD    1 0.0000000098792  66
## - adj_t_rk      1 0.0000000099341  66
## - Adj.T         1 0.0000000100575  66
## - adj_d_rk      1 0.0000000103105  66
## - FTRate        1 0.0000000105361  66
## - FTRateD       1 0.0000000105413  66
## - barthag_rk    1 0.0000000105578  66
## - PPPDef        1 0.0000000109865  66
## - nc_fut_sos    1 0.0000000110765  66
## - OpAstper      1 0.0000000112502  66
## - wab           1 0.0000000113868  66
## - threePper     1 0.0000000115064  66
## - barthag       1 0.0000000115303  66
## - twoPper       1 0.0000000115836  66
## - adj_o_rk      1 0.0000000116600  66
## - Talent        1 0.0000000124864  66
## - adj_o         1 0.0000000127977  66
## - TOVper        1 0.0000000140443  66
## - Ftper         1 0.0000000142073  66
## - PPPOff        1 0.0000000145073  66
## - EliteSOS      1 0.0000000147258  66
## - Orebper       1 0.0000000149107  66
## - adj_d         1 0.0000000165940  66
## <none>            0.0000000090064  68
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=66
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     eFGD. + FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + Adj.T + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Astper        1 0.0000000095790  64
## - Op.Ftper      1 0.0000000097139  64
## - twoPperD      1 0.0000000097459  64
## - threePperD    1 0.0000000098833  64
## - eFGD.         1 0.0000000099009  64
## - RawT          1 0.0000000099519  64
## - adj_t         1 0.0000000099724  64
## - adj_t_rk      1 0.0000000099827  64
## - nc_elite_sos  1 0.0000000101819  64
## - adj_d_rk      1 0.0000000103870  64
## - Blkper        1 0.0000000104062  64
## - Blkedper      1 0.0000000105498  64
## - FTRate        1 0.0000000105701  64
## - FTRateD       1 0.0000000106164  64
## - barthag_rk    1 0.0000000106890  64
## - Adj.T         1 0.0000000108272  64
## - nc_fut_sos    1 0.0000000114340  64
## - barthag       1 0.0000000115873  64
## - wab           1 0.0000000116148  64
## - threePper     1 0.0000000116684  64
## - OpAstper      1 0.0000000117106  64
## - twoPper       1 0.0000000119543  64
## - adj_o_rk      1 0.0000000120900  64
## - PPPDef        1 0.0000000124686  64
## - Talent        1 0.0000000124976  64
## - adj_o         1 0.0000000132313  64
## - TOVper        1 0.0000000143575  64
## - Orebper       1 0.0000000150756  64
## - EliteSOS      1 0.0000000151133  64
## - Ftper         1 0.0000000155779  64
## - PPPOff        1 0.0000000161631  64
## - adj_d         1 0.0000000166532  64
## <none>            0.0000000092407  66
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=64
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     eFGD. + FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + OpAstper + 
##     Adj.T + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Op.Ftper      1 0.0000000097222  62
## - twoPperD      1 0.0000000098598  62
## - threePperD    1 0.0000000099463  62
## - eFGD.         1 0.0000000099751  62
## - nc_elite_sos  1 0.0000000102231  62
## - RawT          1 0.0000000105507  62
## - Blkedper      1 0.0000000105526  62
## - FTRate        1 0.0000000105804  62
## - adj_t         1 0.0000000106133  62
## - FTRateD       1 0.0000000108028  62
## - adj_d_rk      1 0.0000000111384  62
## - adj_t_rk      1 0.0000000112916  62
## - barthag_rk    1 0.0000000113972  62
## - Adj.T         1 0.0000000116073  62
## - threePper     1 0.0000000116817  62
## - nc_fut_sos    1 0.0000000118213  62
## - twoPper       1 0.0000000119631  62
## - barthag       1 0.0000000120545  62
## - Blkper        1 0.0000000121937  62
## - adj_o_rk      1 0.0000000123174  62
## - PPPDef        1 0.0000000131453  62
## - adj_o         1 0.0000000132925  62
## - OpAstper      1 0.0000000139919  62
## - Talent        1 0.0000000143967  62
## - TOVper        1 0.0000000145878  62
## - Orebper       1 0.0000000157107  62
## - wab           1 0.0000000158670  62
## - PPPOff        1 0.0000000162695  62
## - EliteSOS      1 0.0000000163249  62
## - adj_d         1 0.0000000166480  62
## - Ftper         1 0.0000000169221  62
## <none>            0.0000000095790  64
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=62
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     eFGD. + FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + OpAstper + 
##     Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - twoPperD      1 0.0000000098355  60
## - eFGD.         1 0.0000000099178  60
## - threePperD    1 0.0000000099287  60
## - nc_elite_sos  1 0.0000000101722  60
## - FTRate        1 0.0000000105583  60
## - Blkedper      1 0.0000000105847  60
## - FTRateD       1 0.0000000107811  60
## - adj_t         1 0.0000000109149  60
## - RawT          1 0.0000000113444  60
## - adj_d_rk      1 0.0000000114117  60
## - adj_t_rk      1 0.0000000115015  60
## - threePper     1 0.0000000118657  60
## - nc_fut_sos    1 0.0000000118695  60
## - barthag_rk    1 0.0000000120588  60
## - Blkper        1 0.0000000121345  60
## - twoPper       1 0.0000000123130  60
## - Adj.T         1 0.0000000124843  60
## - barthag       1 0.0000000132335  60
## - OpAstper      1 0.0000000140146  60
## - PPPDef        1 0.0000000141666  60
## - adj_o_rk      1 0.0000000144891  60
## - Talent        1 0.0000000146785  60
## - TOVper        1 0.0000000146976  60
## - adj_o         1 0.0000000148701  60
## - Orebper       1 0.0000000157104  60
## - PPPOff        1 0.0000000164196  60
## - Ftper         1 0.0000000168668  60
## - EliteSOS      1 0.0000000173697  60
## - adj_d         1 0.0000000174056  60
## - wab           1 0.0000000188813  60
## <none>            0.0000000097222  62
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=60
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     eFGD. + FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + 
##     threePper + threePperD + Blkper + Blkedper + OpAstper + Adj.T + 
##     Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - eFGD.         1 0.0000000101137  58
## - threePperD    1 0.0000000101561  58
## - nc_elite_sos  1 0.0000000102946  58
## - FTRate        1 0.0000000105825  58
## - Blkedper      1 0.0000000106715  58
## - FTRateD       1 0.0000000108625  58
## - adj_t         1 0.0000000109133  58
## - adj_d_rk      1 0.0000000117369  58
## - RawT          1 0.0000000119655  58
## - threePper     1 0.0000000120249  58
## - Blkper        1 0.0000000121256  58
## - nc_fut_sos    1 0.0000000124996  58
## - Adj.T         1 0.0000000125163  58
## - adj_t_rk      1 0.0000000125771  58
## - barthag_rk    1 0.0000000126193  58
## - twoPper       1 0.0000000129896  58
## - OpAstper      1 0.0000000141101  58
## - barthag       1 0.0000000142438  58
## - adj_o_rk      1 0.0000000146134  58
## - Talent        1 0.0000000146998  58
## - TOVper        1 0.0000000151411  58
## - adj_o         1 0.0000000156767  58
## - PPPDef        1 0.0000000166430  58
## - PPPOff        1 0.0000000167550  58
## - Orebper       1 0.0000000168866  58
## - Ftper         1 0.0000000170544  58
## - adj_d         1 0.0000000189501  58
## - EliteSOS      1 0.0000000190915  58
## - wab           1 0.0000000191689  58
## <none>            0.0000000098355  60
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=58
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + threePper + 
##     threePperD + Blkper + Blkedper + OpAstper + Adj.T + Talent + 
##     Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - threePperD    1 0.000000010300  56
## - nc_elite_sos  1 0.000000010608  56
## - Blkedper      1 0.000000010797  56
## - FTRate        1 0.000000011008  56
## - adj_t         1 0.000000011156  56
## - FTRateD       1 0.000000011448  56
## - adj_d_rk      1 0.000000011801  56
## - Blkper        1 0.000000012224  56
## - Adj.T         1 0.000000012430  56
## - nc_fut_sos    1 0.000000012730  56
## - threePper     1 0.000000012785  56
## - RawT          1 0.000000013103  56
## - twoPper       1 0.000000013217  56
## - barthag_rk    1 0.000000013229  56
## - adj_t_rk      1 0.000000013465  56
## - OpAstper      1 0.000000014160  56
## - barthag       1 0.000000014895  56
## - adj_o_rk      1 0.000000015125  56
## - adj_o         1 0.000000016053  56
## - Talent        1 0.000000016089  56
## - TOVper        1 0.000000017437  56
## - Orebper       1 0.000000017722  56
## - PPPDef        1 0.000000018404  56
## - adj_d         1 0.000000019046  56
## - EliteSOS      1 0.000000019348  56
## - wab           1 0.000000019467  56
## - Ftper         1 0.000000019515  56
## - PPPOff        1 0.000000019700  56
## <none>            0.000000010114  58
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=56
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + threePper + 
##     Blkper + Blkedper + OpAstper + Adj.T + Talent + Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - Blkedper      1 0.000000010918  54
## - adj_t         1 0.000000011152  54
## - FTRate        1 0.000000011286  54
## - nc_elite_sos  1 0.000000011352  54
## - FTRateD       1 0.000000011466  54
## - adj_d_rk      1 0.000000012114  54
## - Blkper        1 0.000000012367  54
## - Adj.T         1 0.000000012398  54
## - threePper     1 0.000000012880  54
## - RawT          1 0.000000013041  54
## - twoPper       1 0.000000013322  54
## - barthag_rk    1 0.000000013488  54
## - adj_t_rk      1 0.000000013540  54
## - nc_fut_sos    1 0.000000014047  54
## - OpAstper      1 0.000000014147  54
## - barthag       1 0.000000014915  54
## - adj_o_rk      1 0.000000015114  54
## - Talent        1 0.000000016016  54
## - TOVper        1 0.000000017597  54
## - adj_o         1 0.000000017642  54
## - Orebper       1 0.000000018043  54
## - EliteSOS      1 0.000000019283  54
## - adj_d         1 0.000000019439  54
## - Ftper         1 0.000000019604  54
## - PPPOff        1 0.000000019933  54
## - wab           1 0.000000020245  54
## - PPPDef        1 0.000000020820  54
## <none>            0.000000010300  56
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=54
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + threePper + 
##     Blkper + OpAstper + Adj.T + Talent + Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - nc_elite_sos  1 0.000000011379  52
## - FTRate        1 0.000000012032  52
## - FTRateD       1 0.000000013070  52
## - RawT          1 0.000000013253  52
## - threePper     1 0.000000013390  52
## - adj_d_rk      1 0.000000013485  52
## - adj_t_rk      1 0.000000013695  52
## - adj_t         1 0.000000013818  52
## - OpAstper      1 0.000000014171  52
## - Blkper        1 0.000000014608  52
## - nc_fut_sos    1 0.000000014661  52
## - twoPper       1 0.000000015124  52
## - adj_o_rk      1 0.000000015428  52
## - barthag_rk    1 0.000000015966  52
## - Adj.T         1 0.000000017003  52
## - Talent        1 0.000000017050  52
## - adj_o         1 0.000000017753  52
## - TOVper        1 0.000000018067  52
## - barthag       1 0.000000018429  52
## - EliteSOS      1 0.000000019616  52
## - Orebper       1 0.000000019990  52
## - PPPOff        1 0.000000021035  52
## - Ftper         1 0.000000021074  52
## - PPPDef        1 0.000000022853  52
## - wab           1 0.000000024196  52
## - adj_d         1 0.000000034347  52
## <none>            0.000000010918  54
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=52
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_fut_sos + FTRate + 
##     FTRateD + TOVper + Orebper + RawT + twoPper + threePper + 
##     Blkper + OpAstper + Adj.T + Talent + Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df       Deviance AIC
## - FTRate      1 0.000000012097  50
## - adj_d_rk    1 0.000000013490  50
## - FTRateD     1 0.000000013708  50
## - RawT        1 0.000000013710  50
## - adj_t_rk    1 0.000000013760  50
## - threePper   1 0.000000013939  50
## - adj_t       1 0.000000014006  50
## - OpAstper    1 0.000000014705  50
## - twoPper     1 0.000000015423  50
## - nc_fut_sos  1 0.000000015450  50
## - adj_o_rk    1 0.000000015965  50
## - barthag_rk  1 0.000000015998  50
## - Blkper      1 0.000000016097  50
## - Adj.T       1 0.000000017310  50
## - Talent      1 0.000000017641  50
## - adj_o       1 0.000000018287  50
## - barthag     1 0.000000018925  50
## - TOVper      1 0.000000019664  50
## - Orebper     1 0.000000020865  50
## - PPPOff      1 0.000000021136  50
## - Ftper       1 0.000000021197  50
## - PPPDef      1 0.000000023285  50
## - EliteSOS    1 0.000000023912  50
## - wab         1 0.000000027730  50
## - adj_d       1 0.000000036601  50
## <none>          0.000000011379  52
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=50
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_fut_sos + FTRateD + 
##     TOVper + Orebper + RawT + twoPper + threePper + Blkper + 
##     OpAstper + Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df       Deviance AIC
## - FTRateD     1 0.000000013734  48
## - RawT        1 0.000000013852  48
## - threePper   1 0.000000013984  48
## - adj_d_rk    1 0.000000014276  48
## - adj_t       1 0.000000014362  48
## - OpAstper    1 0.000000014757  48
## - adj_t_rk    1 0.000000015157  48
## - twoPper     1 0.000000015494  48
## - nc_fut_sos  1 0.000000015857  48
## - adj_o_rk    1 0.000000016063  48
## - Blkper      1 0.000000016142  48
## - barthag_rk  1 0.000000016813  48
## - Adj.T       1 0.000000017345  48
## - Talent      1 0.000000017740  48
## - adj_o       1 0.000000018207  48
## - barthag     1 0.000000019314  48
## - TOVper      1 0.000000019462  48
## - Orebper     1 0.000000021097  48
## - Ftper       1 0.000000021272  48
## - PPPOff      1 0.000000021344  48
## - EliteSOS    1 0.000000025530  48
## - PPPDef      1 0.000000027126  48
## - wab         1 0.000000031017  48
## - adj_d       1 0.000000039439  48
## <none>          0.000000012097  50
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=48
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_fut_sos + TOVper + 
##     Orebper + RawT + twoPper + threePper + Blkper + OpAstper + 
##     Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df       Deviance AIC
## - adj_t       1 0.000000014328  46
## - adj_t_rk    1 0.000000015146  46
## - OpAstper    1 0.000000015312  46
## - adj_o_rk    1 0.000000016056  46
## - adj_d_rk    1 0.000000016704  46
## - Blkper      1 0.000000017518  46
## - Talent      1 0.000000017971  46
## - nc_fut_sos  1 0.000000018513  46
## - Adj.T       1 0.000000019810  46
## - adj_o       1 0.000000020612  46
## - RawT        1 0.000000022535  46
## - threePper   1 0.000000022779  46
## - twoPper     1 0.000000022920  46
## - barthag_rk  1 0.000000026020  46
## - Ftper       1 0.000000028538  46
## - barthag     1 0.000000028669  46
## - Orebper     1 0.000000034330  46
## - PPPOff      1 0.000000038381  46
## - TOVper      1 0.000000038592  46
## - EliteSOS    1 0.000000044078  46
## - wab         1 0.000000048337  46
## - PPPDef      1 0.000000049122  46
## - adj_d       1 0.000000113776  46
## <none>          0.000000013734  48
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=46
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t_rk + wab + nc_fut_sos + TOVper + Orebper + 
##     RawT + twoPper + threePper + Blkper + OpAstper + Adj.T + 
##     Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df       Deviance AIC
## - adj_t_rk    1 0.000000015132  44
## - OpAstper    1 0.000000016038  44
## - adj_o_rk    1 0.000000016893  44
## - Blkper      1 0.000000017407  44
## - adj_d_rk    1 0.000000017858  44
## - Talent      1 0.000000018416  44
## - nc_fut_sos  1 0.000000018639  44
## - Adj.T       1 0.000000019876  44
## - adj_o       1 0.000000020645  44
## - RawT        1 0.000000023797  44
## - threePper   1 0.000000026043  44
## - barthag_rk  1 0.000000028163  44
## - barthag     1 0.000000029280  44
## - twoPper     1 0.000000032542  44
## - Ftper       1 0.000000038031  44
## - EliteSOS    1 0.000000043914  44
## - PPPOff      1 0.000000048914  44
## - PPPDef      1 0.000000058212  44
## - Orebper     1 0.000000066334  44
## - TOVper      1 0.000000070955  44
## - wab         1 0.000000074004  44
## - adj_d       1 0.000000112938  44
## <none>          0.000000014328  46
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=44
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + wab + nc_fut_sos + TOVper + Orebper + RawT + twoPper + 
##     threePper + Blkper + OpAstper + Adj.T + Talent + Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df       Deviance AIC
## - OpAstper    1 0.000000016465  42
## - adj_d_rk    1 0.000000017751  42
## - adj_o_rk    1 0.000000018235  42
## - Talent      1 0.000000019508  42
## - adj_o       1 0.000000020473  42
## - nc_fut_sos  1 0.000000021712  42
## - Blkper      1 0.000000025678  42
## - Adj.T       1 0.000000027176  42
## - threePper   1 0.000000027437  42
## - RawT        1 0.000000027959  42
## - barthag_rk  1 0.000000028918  42
## - barthag     1 0.000000030047  42
## - twoPper     1 0.000000032719  42
## - Ftper       1 0.000000038164  42
## - EliteSOS    1 0.000000046984  42
## - PPPOff      1 0.000000052515  42
## - PPPDef      1 0.000000063659  42
## - Orebper     1 0.000000065672  42
## - TOVper      1 0.000000070018  42
## - wab         1 0.000000073831  42
## - adj_d       1 0.000000111056  42
## <none>          0.000000015132  44
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=42
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + wab + nc_fut_sos + TOVper + Orebper + RawT + twoPper + 
##     threePper + Blkper + Adj.T + Talent + Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df       Deviance AIC
## - adj_d_rk    1 0.000000019292  40
## - adj_o       1 0.000000020406  40
## - Talent      1 0.000000020518  40
## - adj_o_rk    1 0.000000023259  40
## - nc_fut_sos  1 0.000000024044  40
## - Blkper      1 0.000000026455  40
## - Adj.T       1 0.000000027512  40
## - threePper   1 0.000000027536  40
## - RawT        1 0.000000028057  40
## - barthag_rk  1 0.000000029126  40
## - barthag     1 0.000000029989  40
## - twoPper     1 0.000000032752  40
## - Ftper       1 0.000000040137  40
## - PPPOff      1 0.000000052542  40
## - EliteSOS    1 0.000000058889  40
## - PPPDef      1 0.000000062309  40
## - Orebper     1 0.000000065264  40
## - TOVper      1 0.000000077032  40
## - wab         1 0.000000113289  40
## - adj_d       1 0.000000114920  40
## <none>          0.000000016465  42
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=40
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     wab + nc_fut_sos + TOVper + Orebper + RawT + twoPper + threePper + 
##     Blkper + Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df       Deviance AIC
## - adj_o       1 0.000000021518  38
## - Talent      1 0.000000022984  38
## - adj_o_rk    1 0.000000025455  38
## - Blkper      1 0.000000033213  38
## - nc_fut_sos  1 0.000000033569  38
## - barthag_rk  1 0.000000037014  38
## - threePper   1 0.000000041040  38
## - barthag     1 0.000000041341  38
## - twoPper     1 0.000000044485  38
## - Adj.T       1 0.000000056315  38
## - RawT        1 0.000000057517  38
## - EliteSOS    1 0.000000060763  38
## - Ftper       1 0.000000063955  38
## - PPPOff      1 0.000000066618  38
## - PPPDef      1 0.000000091867  38
## - adj_d       1 0.000000119153  38
## - Orebper     1 0.000000154658  38
## - wab         1 0.000000154777  38
## - TOVper      1 0.000000193368  38
## <none>          0.000000019292  40
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=38
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_d + wab + 
##     nc_fut_sos + TOVper + Orebper + RawT + twoPper + threePper + 
##     Blkper + Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df       Deviance AIC
## - Talent      1 0.000000025069  36
## - adj_o_rk    1 0.000000027113  36
## - Blkper      1 0.000000032912  36
## - barthag_rk  1 0.000000036161  36
## - barthag     1 0.000000041204  36
## - threePper   1 0.000000049295  36
## - nc_fut_sos  1 0.000000050302  36
## - twoPper     1 0.000000052567  36
## - PPPOff      1 0.000000064624  36
## - EliteSOS    1 0.000000071387  36
## - RawT        1 0.000000078002  36
## - Adj.T       1 0.000000078571  36
## - PPPDef      1 0.000000115041  36
## - Ftper       1 0.000000123759  36
## - adj_d       1 0.000000131432  36
## - Orebper     1 0.000000148756  36
## - TOVper      1 0.000000159668  36
## - wab         1 0.000000213897  36
## <none>          0.000000021518  38
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=36
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_d + wab + 
##     nc_fut_sos + TOVper + Orebper + RawT + twoPper + threePper + 
##     Blkper + Adj.T + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df       Deviance AIC
## - adj_o_rk    1 0.000000029326  34
## - Blkper      1 0.000000035456  34
## - barthag_rk  1 0.000000045777  34
## - barthag     1 0.000000049380  34
## - nc_fut_sos  1 0.000000051012  34
## - threePper   1 0.000000058133  34
## - twoPper     1 0.000000064690  34
## - EliteSOS    1 0.000000076995  34
## - PPPOff      1 0.000000078042  34
## - RawT        1 0.000000085064  34
## - Adj.T       1 0.000000095094  34
## - PPPDef      1 0.000000116606  34
## - Ftper       1 0.000000144698  34
## - Orebper     1 0.000000156180  34
## - adj_d       1 0.000000159824  34
## - TOVper      1 0.000000162600  34
## - wab         1 0.000000217196  34
## <none>          0.000000025069  36
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=34
## conf_winner ~ barthag + barthag_rk + adj_d + wab + nc_fut_sos + 
##     TOVper + Orebper + RawT + twoPper + threePper + Blkper + 
##     Adj.T + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df Deviance    AIC
## - Blkper      1    0.000 32.000
## - barthag_rk  1    0.000 32.000
## - barthag     1    0.000 32.000
## - nc_fut_sos  1    0.000 32.000
## - PPPDef      1    0.000 32.000
## - adj_d       1    0.000 32.000
## - twoPper     1    0.000 32.000
## - threePper   1    0.000 32.000
## - RawT        1    0.000 32.000
## - Adj.T       1    0.000 32.000
## - EliteSOS    1    0.000 32.000
## - wab         1    0.000 32.000
## - PPPOff      1    0.000 32.000
## - TOVper      1    0.000 32.000
## - Orebper     1    0.000 32.000
## <none>             0.000 34.000
## - Ftper       1   18.849 50.849
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=32
## conf_winner ~ barthag + barthag_rk + adj_d + wab + nc_fut_sos + 
##     TOVper + Orebper + RawT + twoPper + threePper + Adj.T + Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df Deviance    AIC
## - barthag_rk  1    0.000 30.000
## - barthag     1    0.000 30.000
## - nc_fut_sos  1    0.000 30.000
## - PPPDef      1    0.000 30.000
## - RawT        1    0.000 30.000
## - EliteSOS    1    0.000 30.000
## - adj_d       1    0.000 30.000
## - Adj.T       1    0.000 30.000
## - wab         1    0.000 30.000
## - threePper   1    0.000 30.000
## - twoPper     1    0.000 30.000
## <none>             0.000 32.000
## - PPPOff      1   17.910 47.910
## - Ftper       1   20.438 50.438
## - TOVper      1   23.876 53.876
## - Orebper     1   24.712 54.712
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=30
## conf_winner ~ barthag + adj_d + wab + nc_fut_sos + TOVper + Orebper + 
##     RawT + twoPper + threePper + Adj.T + Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df Deviance    AIC
## - barthag     1    0.000 28.000
## - nc_fut_sos  1    0.000 28.000
## - RawT        1    0.000 28.000
## - Adj.T       1    0.000 28.000
## - adj_d       1    0.000 28.000
## <none>             0.000 30.000
## - PPPDef      1   13.463 41.463
## - wab         1   19.548 47.548
## - threePper   1   25.276 53.276
## - twoPper     1   26.216 54.216
## - Ftper       1   26.977 54.977
## - EliteSOS    1   28.773 56.773
## - TOVper      1   30.088 58.088
## - PPPOff      1   31.169 59.169
## - Orebper     1   32.374 60.374
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=28
## conf_winner ~ adj_d + wab + nc_fut_sos + TOVper + Orebper + RawT + 
##     twoPper + threePper + Adj.T + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df Deviance    AIC
## - nc_fut_sos  1    0.000 26.000
## - RawT        1    0.000 26.000
## - Adj.T       1    0.000 26.000
## <none>             0.000 28.000
## - adj_d       1   12.300 38.300
## - PPPDef      1   14.162 40.162
## - threePper   1   25.998 51.998
## - Ftper       1   27.116 53.116
## - twoPper     1   27.219 53.219
## - wab         1   28.497 54.497
## - EliteSOS    1   29.424 55.424
## - TOVper      1   30.711 56.711
## - PPPOff      1   31.409 57.409
## - Orebper     1   33.210 59.210
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=26
## conf_winner ~ adj_d + wab + TOVper + Orebper + RawT + twoPper + 
##     threePper + Adj.T + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##             Df Deviance    AIC
## - RawT       1    0.000 24.000
## <none>            0.000 26.000
## - adj_d      1   12.358 36.358
## - Adj.T      1   14.086 38.086
## - PPPDef     1   15.340 39.340
## - threePper  1   26.506 50.506
## - twoPper    1   30.039 54.039
## - EliteSOS   1   30.136 54.136
## - Ftper      1   30.616 54.616
## - PPPOff     1   32.628 56.628
## - wab        1   32.773 56.773
## - TOVper     1   33.319 57.319
## - Orebper    1   34.977 58.977
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=24
## conf_winner ~ adj_d + wab + TOVper + Orebper + twoPper + threePper + 
##     Adj.T + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##             Df Deviance    AIC
## <none>            0.000 24.000
## - Adj.T      1   16.083 38.083
## - adj_d      1   20.225 42.225
## - PPPDef     1   22.051 44.051
## - threePper  1   26.814 48.814
## - twoPper    1   30.053 52.053
## - Ftper      1   30.649 52.649
## - PPPOff     1   32.629 54.629
## - EliteSOS   1   33.065 55.065
## - TOVper     1   33.347 55.347
## - Orebper    1   34.978 56.978
## - wab        1   36.261 58.261
summary(ACC.lm.backward)
## 
## Call:
## glm(formula = conf_winner ~ adj_d + wab + TOVper + Orebper + 
##     twoPper + threePper + Adj.T + Ftper + PPPOff + PPPDef + EliteSOS, 
##     family = "binomial", data = ACC_train.df, na.action = na.exclude)
## 
## Coefficients:
##               Estimate Std. Error z value Pr(>|z|)
## (Intercept)   44203.92  877216.06   0.050    0.960
## adj_d          -619.19   12460.17  -0.050    0.960
## wab             898.54   17811.15   0.050    0.960
## TOVper        -2219.95   44002.58  -0.050    0.960
## Orebper        1206.89   23939.35   0.050    0.960
## twoPper        1088.58   21560.22   0.050    0.960
## threePper       837.21   16547.00   0.051    0.960
## Adj.T           -50.03    1086.84  -0.046    0.963
## Ftper           380.57    7549.26   0.050    0.960
## PPPOff      -148380.21 2935717.61  -0.051    0.960
## PPPDef        78395.50 1569482.50   0.050    0.960
## EliteSOS       -548.24   10917.88  -0.050    0.960
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 87.7572393490  on 176  degrees of freedom
## Residual deviance:  0.0000096845  on 165  degrees of freedom
## AIC: 24
## 
## Number of Fisher Scoring iterations: 25
#accuracy
ACC.lm.back.pred <- predict(ACC.lm.backward, ACC_valid.df, na.action = na.pass)
accuracy(ACC.lm.back.pred, ACC_valid.df$conf_winner)
##                ME     RMSE      MAE MPE MAPE
## Test set 4016.523 5370.155 4672.536 NaN  Inf

Based on the backward selection, it is important to note that the variables selected from our function are adj_d, wab, TOVper, Orebper, twoPper, threePper, Adj.T, Ftper, PPPOff, PPPDef, EliteSOS. As stated before, positive coefficients increase the likelihood of being a conference winner while negative coefficients decrease the likelihood of being a conference winner. None of the coefficients for the predictors are statistically significant, as indicated by the p-values (all greater than 0.05). The AIC is 24 which is very low, providing a measure of model fit. A lower AIC indicates a better-fitting model. The intercept has a very large positive value, indicating an extreme estimate. This could be a result of multicollinearity or other issues in model estimation.

Forward Selection

ACC.lm.null <- lm(conf_winner ~ 1, data = ACC_train.df, na.action = na.exclude)
ACC.lm.forward <- step(ACC.lm.null, direction = 'forward', scope = list(lower = ACC.lm.null, upper = ACC.lm))
## Start:  AIC=-486.78
## conf_winner ~ 1
## 
##                Df Sum of Sq     RSS     AIC
## + wab           1   1.90232  9.2841 -517.77
## + adj_d         1   1.00336 10.1831 -501.41
## + PPPOff        1   0.99411 10.1923 -501.25
## + adj_o         1   0.94377 10.2427 -500.38
## + PPPDef        1   0.93153 10.2549 -500.17
## + barthag       1   0.89064 10.2958 -499.46
## + barthag_rk    1   0.86545 10.3210 -499.03
## + eFGD.         1   0.68632 10.5001 -495.98
## + twoPperD      1   0.67776 10.5087 -495.84
## + adj_o_rk      1   0.60547 10.5810 -494.63
## + TOVper        1   0.59355 10.5929 -494.43
## + adj_d_rk      1   0.56158 10.6249 -493.89
## + Talent        1   0.52597 10.6605 -493.30
## + Orebper       1   0.49967 10.6868 -492.86
## + Blkedper      1   0.48910 10.6973 -492.69
## + nc_fut_sos    1   0.40999 10.7765 -491.39
## + nc_cur_sos    1   0.40999 10.7765 -491.39
## + FTRateD       1   0.38179 10.8046 -490.92
## + ov_fut_sos    1   0.37245 10.8140 -490.77
## + ov_cur_sos    1   0.37245 10.8140 -490.77
## + threePRate    1   0.36415 10.8223 -490.63
## + nc_elite_sos  1   0.31831 10.8681 -489.89
## + OpAstper      1   0.29480 10.8916 -489.50
## + AvgHgt        1   0.29151 10.8949 -489.45
## + threePperD    1   0.26387 10.9226 -489.00
## + Op.Ftper      1   0.25939 10.9270 -488.93
## + eFG           1   0.21291 10.9735 -488.18
## + threePper     1   0.21235 10.9741 -488.17
## + Ftper         1   0.18195 11.0045 -487.68
## + Blkper        1   0.17596 11.0105 -487.58
## + EffHgt        1   0.16913 11.0173 -487.47
## + OpORebper     1   0.15450 11.0319 -487.24
## + twoPper       1   0.13007 11.0564 -486.85
## <none>                      11.1864 -486.78
## + ov_elite_sos  1   0.09818 11.0883 -486.34
## + EliteSOS      1   0.07679 11.1096 -486.00
## + Exp           1   0.05252 11.1339 -485.61
## + TOVperD       1   0.03906 11.1474 -485.40
## + Adj.T         1   0.01750 11.1689 -485.05
## + Astper        1   0.01059 11.1759 -484.94
## + RawT          1   0.01056 11.1759 -484.94
## + adj_t         1   0.00716 11.1793 -484.89
## + FTRate        1   0.00667 11.1798 -484.88
## + threePRateD   1   0.00470 11.1817 -484.85
## + adj_t_rk      1   0.00254 11.1839 -484.82
## 
## Step:  AIC=-517.77
## conf_winner ~ wab
## 
##                Df Sum of Sq    RSS     AIC
## + barthag       1   0.52809 8.7560 -526.13
## + barthag_rk    1   0.51294 8.7712 -525.83
## + threePRate    1   0.16820 9.1159 -519.00
## + FTRateD       1   0.16709 9.1170 -518.98
## + twoPper       1   0.14560 9.1385 -518.57
## + AvgHgt        1   0.14461 9.1395 -518.55
## + eFG           1   0.13162 9.1525 -518.30
## + EliteSOS      1   0.12317 9.1610 -518.13
## <none>                      9.2841 -517.77
## + ov_elite_sos  1   0.10111 9.1830 -517.71
## + adj_o_rk      1   0.09273 9.1914 -517.55
## + Adj.T         1   0.08884 9.1953 -517.47
## + RawT          1   0.08540 9.1987 -517.40
## + adj_t         1   0.08428 9.1998 -517.38
## + adj_d_rk      1   0.07756 9.2066 -517.25
## + EffHgt        1   0.06502 9.2191 -517.01
## + TOVper        1   0.06485 9.2193 -517.01
## + Blkedper      1   0.05634 9.2278 -516.85
## + Op.Ftper      1   0.04925 9.2349 -516.71
## + FTRate        1   0.04050 9.2436 -516.54
## + twoPperD      1   0.03497 9.2492 -516.44
## + OpORebper     1   0.03286 9.2513 -516.40
## + TOVperD       1   0.03202 9.2521 -516.38
## + threePRateD   1   0.02694 9.2572 -516.28
## + threePperD    1   0.02327 9.2608 -516.21
## + adj_t_rk      1   0.02148 9.2626 -516.18
## + Ftper         1   0.01477 9.2694 -516.05
## + PPPDef        1   0.01418 9.2699 -516.04
## + nc_fut_sos    1   0.01308 9.2710 -516.02
## + nc_cur_sos    1   0.01308 9.2710 -516.02
## + Orebper       1   0.01209 9.2720 -516.00
## + adj_o         1   0.01103 9.2731 -515.98
## + Blkper        1   0.01068 9.2734 -515.97
## + adj_d         1   0.00968 9.2744 -515.95
## + threePper     1   0.00704 9.2771 -515.90
## + eFGD.         1   0.00601 9.2781 -515.88
## + PPPOff        1   0.00455 9.2796 -515.86
## + Astper        1   0.00354 9.2806 -515.84
## + Talent        1   0.00216 9.2820 -515.81
## + Exp           1   0.00146 9.2827 -515.80
## + ov_fut_sos    1   0.00074 9.2834 -515.78
## + ov_cur_sos    1   0.00074 9.2834 -515.78
## + nc_elite_sos  1   0.00052 9.2836 -515.78
## + OpAstper      1   0.00012 9.2840 -515.77
## 
## Step:  AIC=-526.13
## conf_winner ~ wab + barthag
## 
##                Df Sum of Sq    RSS     AIC
## + threePRate    1  0.194753 8.5613 -528.12
## + Blkedper      1  0.137776 8.6183 -526.94
## + EliteSOS      1  0.123836 8.6322 -526.66
## + Adj.T         1  0.120028 8.6360 -526.58
## + AvgHgt        1  0.111657 8.6444 -526.41
## + FTRateD       1  0.108609 8.6474 -526.34
## + adj_t         1  0.107733 8.6483 -526.33
## + twoPperD      1  0.105168 8.6509 -526.27
## + ov_elite_sos  1  0.104844 8.6512 -526.27
## + RawT          1  0.102407 8.6536 -526.22
## <none>                      8.7560 -526.13
## + twoPper       1  0.090594 8.6654 -525.97
## + adj_d         1  0.085022 8.6710 -525.86
## + Orebper       1  0.081349 8.6747 -525.79
## + PPPDef        1  0.074662 8.6814 -525.65
## + TOVper        1  0.069352 8.6867 -525.54
## + eFG           1  0.066741 8.6893 -525.49
## + eFGD.         1  0.051315 8.7047 -525.17
## + FTRate        1  0.050213 8.7058 -525.15
## + EffHgt        1  0.038489 8.7175 -524.91
## + OpORebper     1  0.034130 8.7219 -524.83
## + adj_t_rk      1  0.032307 8.7237 -524.79
## + Blkper        1  0.026228 8.7298 -524.66
## + threePRateD   1  0.025447 8.7306 -524.65
## + Op.Ftper      1  0.023729 8.7323 -524.61
## + Exp           1  0.020803 8.7352 -524.55
## + PPPOff        1  0.015641 8.7404 -524.45
## + Talent        1  0.010615 8.7454 -524.35
## + nc_fut_sos    1  0.009151 8.7469 -524.32
## + nc_cur_sos    1  0.009151 8.7469 -524.32
## + TOVperD       1  0.007693 8.7483 -524.29
## + adj_o         1  0.007289 8.7487 -524.28
## + Ftper         1  0.005711 8.7503 -524.25
## + threePperD    1  0.005235 8.7508 -524.24
## + nc_elite_sos  1  0.003598 8.7524 -524.21
## + adj_o_rk      1  0.002609 8.7534 -524.19
## + Astper        1  0.002302 8.7537 -524.18
## + ov_fut_sos    1  0.001983 8.7541 -524.17
## + ov_cur_sos    1  0.001983 8.7541 -524.17
## + OpAstper      1  0.001902 8.7541 -524.17
## + adj_d_rk      1  0.000340 8.7557 -524.14
## + barthag_rk    1  0.000133 8.7559 -524.14
## + threePper     1  0.000001 8.7560 -524.13
## 
## Step:  AIC=-528.12
## conf_winner ~ wab + barthag + threePRate
## 
##                Df Sum of Sq    RSS     AIC
## + TOVper        1  0.214380 8.3469 -530.60
## + FTRateD       1  0.210094 8.3512 -530.51
## + FTRate        1  0.199106 8.3622 -530.28
## + adj_t         1  0.153744 8.4075 -529.32
## + RawT          1  0.141601 8.4197 -529.07
## + Adj.T         1  0.140357 8.4209 -529.04
## + EliteSOS      1  0.118499 8.4428 -528.58
## + ov_elite_sos  1  0.112346 8.4489 -528.45
## + adj_t_rk      1  0.107735 8.4535 -528.36
## <none>                      8.5613 -528.12
## + OpORebper     1  0.086795 8.4745 -527.92
## + Ftper         1  0.080572 8.4807 -527.79
## + threePRateD   1  0.075048 8.4862 -527.67
## + AvgHgt        1  0.062655 8.4986 -527.42
## + Blkedper      1  0.060314 8.5010 -527.37
## + PPPOff        1  0.054702 8.5066 -527.25
## + Exp           1  0.052326 8.5090 -527.20
## + adj_o         1  0.048908 8.5124 -527.13
## + twoPper       1  0.037988 8.5233 -526.90
## + adj_d         1  0.027690 8.5336 -526.69
## + twoPperD      1  0.027520 8.5338 -526.69
## + PPPDef        1  0.027091 8.5342 -526.68
## + TOVperD       1  0.023557 8.5377 -526.60
## + adj_o_rk      1  0.023383 8.5379 -526.60
## + threePper     1  0.018356 8.5429 -526.50
## + threePperD    1  0.017681 8.5436 -526.48
## + nc_fut_sos    1  0.012415 8.5489 -526.37
## + nc_cur_sos    1  0.012415 8.5489 -526.37
## + EffHgt        1  0.010776 8.5505 -526.34
## + adj_d_rk      1  0.010756 8.5505 -526.34
## + eFG           1  0.008355 8.5529 -526.29
## + Op.Ftper      1  0.006885 8.5544 -526.26
## + eFGD.         1  0.004543 8.5567 -526.21
## + OpAstper      1  0.003399 8.5579 -526.19
## + Astper        1  0.002471 8.5588 -526.17
## + nc_elite_sos  1  0.002278 8.5590 -526.16
## + barthag_rk    1  0.001474 8.5598 -526.15
## + Orebper       1  0.000860 8.5604 -526.13
## + Talent        1  0.000281 8.5610 -526.12
## + Blkper        1  0.000019 8.5613 -526.12
## + ov_fut_sos    1  0.000006 8.5613 -526.12
## + ov_cur_sos    1  0.000006 8.5613 -526.12
## 
## Step:  AIC=-530.6
## conf_winner ~ wab + barthag + threePRate + TOVper
## 
##                Df Sum of Sq    RSS     AIC
## + adj_d         1  0.175156 8.1717 -532.36
## + PPPDef        1  0.141196 8.2057 -531.62
## + FTRate        1  0.116559 8.2303 -531.09
## + FTRateD       1  0.112243 8.2347 -531.00
## + AvgHgt        1  0.110374 8.2365 -530.96
## + twoPperD      1  0.109442 8.2375 -530.94
## + adj_t         1  0.101566 8.2453 -530.77
## <none>                      8.3469 -530.60
## + Adj.T         1  0.091934 8.2550 -530.56
## + EliteSOS      1  0.085156 8.2617 -530.42
## + ov_elite_sos  1  0.083648 8.2633 -530.39
## + RawT          1  0.079033 8.2679 -530.29
## + eFGD.         1  0.063588 8.2833 -529.96
## + adj_t_rk      1  0.057754 8.2891 -529.83
## + Blkedper      1  0.050110 8.2968 -529.67
## + OpORebper     1  0.048184 8.2987 -529.63
## + threePRateD   1  0.046109 8.3008 -529.58
## + Orebper       1  0.034615 8.3123 -529.34
## + twoPper       1  0.034538 8.3124 -529.34
## + Op.Ftper      1  0.028633 8.3183 -529.21
## + Exp           1  0.021447 8.3255 -529.06
## + EffHgt        1  0.019554 8.3273 -529.02
## + Ftper         1  0.018253 8.3286 -528.99
## + Blkper        1  0.013793 8.3331 -528.90
## + eFG           1  0.012281 8.3346 -528.86
## + threePper     1  0.008571 8.3383 -528.79
## + nc_fut_sos    1  0.007846 8.3391 -528.77
## + nc_cur_sos    1  0.007846 8.3391 -528.77
## + nc_elite_sos  1  0.005518 8.3414 -528.72
## + Talent        1  0.003738 8.3432 -528.68
## + barthag_rk    1  0.003293 8.3436 -528.67
## + adj_d_rk      1  0.003219 8.3437 -528.67
## + OpAstper      1  0.001844 8.3451 -528.64
## + Astper        1  0.001674 8.3452 -528.64
## + ov_fut_sos    1  0.001154 8.3457 -528.63
## + ov_cur_sos    1  0.001154 8.3457 -528.63
## + threePperD    1  0.001137 8.3458 -528.63
## + adj_o_rk      1  0.000644 8.3463 -528.62
## + adj_o         1  0.000328 8.3466 -528.61
## + PPPOff        1  0.000037 8.3469 -528.60
## + TOVperD       1  0.000002 8.3469 -528.60
## 
## Step:  AIC=-532.36
## conf_winner ~ wab + barthag + threePRate + TOVper + adj_d
## 
##                Df Sum of Sq    RSS     AIC
## + adj_o         1   0.53571 7.6360 -542.36
## + adj_o_rk      1   0.28805 7.8837 -536.71
## + PPPOff        1   0.27626 7.8955 -536.44
## + adj_d_rk      1   0.27479 7.8970 -536.41
## + AvgHgt        1   0.13466 8.0371 -533.30
## <none>                      8.1717 -532.36
## + FTRateD       1   0.09090 8.0808 -532.34
## + Orebper       1   0.08878 8.0830 -532.29
## + threePper     1   0.08049 8.0913 -532.11
## + Ftper         1   0.07635 8.0954 -532.02
## + ov_elite_sos  1   0.04700 8.1248 -531.38
## + EliteSOS      1   0.04601 8.1257 -531.36
## + FTRate        1   0.04468 8.1271 -531.33
## + Blkedper      1   0.03761 8.1341 -531.17
## + threePperD    1   0.03436 8.1374 -531.10
## + threePRateD   1   0.02926 8.1425 -530.99
## + adj_t         1   0.02908 8.1427 -530.99
## + TOVperD       1   0.02863 8.1431 -530.98
## + Exp           1   0.02829 8.1435 -530.97
## + eFG           1   0.02826 8.1435 -530.97
## + Adj.T         1   0.02624 8.1455 -530.93
## + EffHgt        1   0.02393 8.1478 -530.88
## + twoPperD      1   0.02155 8.1502 -530.83
## + RawT          1   0.01806 8.1537 -530.75
## + nc_fut_sos    1   0.01469 8.1571 -530.68
## + nc_cur_sos    1   0.01469 8.1571 -530.68
## + adj_t_rk      1   0.01203 8.1597 -530.62
## + ov_fut_sos    1   0.00859 8.1632 -530.54
## + ov_cur_sos    1   0.00859 8.1632 -530.54
## + OpORebper     1   0.00582 8.1659 -530.48
## + barthag_rk    1   0.00501 8.1667 -530.47
## + Op.Ftper      1   0.00482 8.1669 -530.46
## + Talent        1   0.00175 8.1700 -530.40
## + OpAstper      1   0.00169 8.1701 -530.39
## + nc_elite_sos  1   0.00136 8.1704 -530.39
## + eFGD.         1   0.00068 8.1711 -530.37
## + PPPDef        1   0.00018 8.1716 -530.36
## + Astper        1   0.00007 8.1717 -530.36
## + Blkper        1   0.00004 8.1717 -530.36
## + twoPper       1   0.00000 8.1717 -530.36
## 
## Step:  AIC=-542.36
## conf_winner ~ wab + barthag + threePRate + TOVper + adj_d + adj_o
## 
##                Df Sum of Sq    RSS     AIC
## + adj_d_rk      1  0.189008 7.4470 -544.80
## + FTRateD       1  0.162275 7.4738 -544.16
## + ov_elite_sos  1  0.161978 7.4741 -544.15
## + EliteSOS      1  0.157414 7.4786 -544.05
## + adj_o_rk      1  0.121451 7.5146 -543.20
## + threePRateD   1  0.108732 7.5273 -542.90
## + adj_t         1  0.101172 7.5349 -542.72
## <none>                      7.6360 -542.36
## + Exp           1  0.079282 7.5568 -542.21
## + Adj.T         1  0.074770 7.5613 -542.10
## + AvgHgt        1  0.069284 7.5668 -541.97
## + RawT          1  0.063991 7.5720 -541.85
## + Ftper         1  0.057549 7.5785 -541.70
## + adj_t_rk      1  0.051072 7.5850 -541.55
## + Talent        1  0.048346 7.5877 -541.48
## + FTRate        1  0.043582 7.5925 -541.37
## + nc_elite_sos  1  0.039507 7.5965 -541.28
## + twoPperD      1  0.039199 7.5968 -541.27
## + threePperD    1  0.036190 7.5998 -541.20
## + Blkedper      1  0.032653 7.6034 -541.12
## + OpORebper     1  0.029778 7.6063 -541.05
## + TOVperD       1  0.028863 7.6072 -541.03
## + PPPDef        1  0.028536 7.6075 -541.02
## + ov_fut_sos    1  0.022821 7.6132 -540.89
## + ov_cur_sos    1  0.022821 7.6132 -540.89
## + EffHgt        1  0.019837 7.6162 -540.82
## + barthag_rk    1  0.018059 7.6180 -540.78
## + Blkper        1  0.009953 7.6261 -540.59
## + nc_fut_sos    1  0.006460 7.6296 -540.51
## + nc_cur_sos    1  0.006460 7.6296 -540.51
## + Op.Ftper      1  0.004763 7.6313 -540.47
## + eFGD.         1  0.003636 7.6324 -540.44
## + Orebper       1  0.002206 7.6338 -540.41
## + Astper        1  0.001737 7.6343 -540.40
## + twoPper       1  0.000900 7.6351 -540.38
## + eFG           1  0.000839 7.6352 -540.38
## + threePper     1  0.000374 7.6357 -540.37
## + OpAstper      1  0.000087 7.6359 -540.36
## + PPPOff        1  0.000000 7.6360 -540.36
## 
## Step:  AIC=-544.8
## conf_winner ~ wab + barthag + threePRate + TOVper + adj_d + adj_o + 
##     adj_d_rk
## 
##                Df Sum of Sq    RSS     AIC
## + ov_elite_sos  1  0.126082 7.3209 -545.82
## + threePRateD   1  0.125963 7.3211 -545.81
## + FTRateD       1  0.125078 7.3219 -545.79
## + EliteSOS      1  0.116011 7.3310 -545.57
## <none>                      7.4470 -544.80
## + Exp           1  0.079429 7.3676 -544.69
## + nc_elite_sos  1  0.065766 7.3813 -544.37
## + Talent        1  0.061441 7.3856 -544.26
## + AvgHgt        1  0.058862 7.3882 -544.20
## + OpORebper     1  0.050772 7.3963 -544.01
## + adj_t         1  0.048582 7.3984 -543.95
## + barthag_rk    1  0.042385 7.4046 -543.81
## + FTRate        1  0.041511 7.4055 -543.78
## + adj_t_rk      1  0.040612 7.4064 -543.76
## + TOVperD       1  0.037924 7.4091 -543.70
## + Ftper         1  0.035969 7.4111 -543.65
## + threePperD    1  0.035611 7.4114 -543.64
## + twoPperD      1  0.035522 7.4115 -543.64
## + RawT          1  0.033729 7.4133 -543.60
## + Adj.T         1  0.033354 7.4137 -543.59
## + Blkedper      1  0.027273 7.4198 -543.44
## + PPPDef        1  0.022838 7.4242 -543.34
## + EffHgt        1  0.021967 7.4251 -543.32
## + ov_fut_sos    1  0.020804 7.4262 -543.29
## + ov_cur_sos    1  0.020804 7.4262 -543.29
## + nc_fut_sos    1  0.017770 7.4293 -543.22
## + nc_cur_sos    1  0.017770 7.4293 -543.22
## + Blkper        1  0.015150 7.4319 -543.16
## + adj_o_rk      1  0.012109 7.4349 -543.08
## + Orebper       1  0.008636 7.4384 -543.00
## + threePper     1  0.006716 7.4403 -542.95
## + eFG           1  0.004405 7.4426 -542.90
## + eFGD.         1  0.002195 7.4448 -542.85
## + Op.Ftper      1  0.001943 7.4451 -542.84
## + OpAstper      1  0.001804 7.4452 -542.84
## + PPPOff        1  0.000197 7.4468 -542.80
## + Astper        1  0.000177 7.4468 -542.80
## + twoPper       1  0.000046 7.4470 -542.80
## 
## Step:  AIC=-545.82
## conf_winner ~ wab + barthag + threePRate + TOVper + adj_d + adj_o + 
##     adj_d_rk + ov_elite_sos
## 
##                Df Sum of Sq    RSS     AIC
## + threePRateD   1  0.122092 7.1989 -546.79
## + FTRateD       1  0.097338 7.2236 -546.19
## <none>                      7.3209 -545.82
## + AvgHgt        1  0.073960 7.2470 -545.61
## + Exp           1  0.062047 7.2589 -545.32
## + TOVperD       1  0.057923 7.2630 -545.22
## + threePperD    1  0.054268 7.2667 -545.13
## + ov_fut_sos    1  0.038004 7.2829 -544.74
## + ov_cur_sos    1  0.038004 7.2829 -544.74
## + barthag_rk    1  0.037207 7.2837 -544.72
## + OpORebper     1  0.035537 7.2854 -544.68
## + FTRate        1  0.033896 7.2870 -544.64
## + Talent        1  0.031608 7.2893 -544.58
## + adj_t_rk      1  0.030103 7.2908 -544.55
## + eFG           1  0.028620 7.2923 -544.51
## + adj_t         1  0.027179 7.2938 -544.48
## + PPPOff        1  0.025904 7.2950 -544.45
## + EffHgt        1  0.021205 7.2997 -544.33
## + Adj.T         1  0.019348 7.3016 -544.29
## + Ftper         1  0.019210 7.3017 -544.28
## + twoPperD      1  0.018877 7.3021 -544.27
## + RawT          1  0.018278 7.3027 -544.26
## + Orebper       1  0.014533 7.3064 -544.17
## + nc_elite_sos  1  0.013730 7.3072 -544.15
## + threePper     1  0.013431 7.3075 -544.14
## + Blkper        1  0.013356 7.3076 -544.14
## + Blkedper      1  0.010975 7.3100 -544.08
## + twoPper       1  0.009529 7.3114 -544.05
## + PPPDef        1  0.009143 7.3118 -544.04
## + adj_o_rk      1  0.005754 7.3152 -543.96
## + OpAstper      1  0.004799 7.3161 -543.93
## + EliteSOS      1  0.002987 7.3180 -543.89
## + Op.Ftper      1  0.002255 7.3187 -543.87
## + nc_fut_sos    1  0.001554 7.3194 -543.86
## + nc_cur_sos    1  0.001554 7.3194 -543.86
## + Astper        1  0.000559 7.3204 -543.83
## + eFGD.         1  0.000533 7.3204 -543.83
## 
## Step:  AIC=-546.79
## conf_winner ~ wab + barthag + threePRate + TOVper + adj_d + adj_o + 
##     adj_d_rk + ov_elite_sos + threePRateD
## 
##                Df Sum of Sq    RSS     AIC
## <none>                      7.1989 -546.79
## + FTRateD       1  0.056297 7.1426 -546.18
## + threePperD    1  0.048978 7.1499 -546.00
## + TOVperD       1  0.047522 7.1513 -545.97
## + Exp           1  0.044676 7.1542 -545.90
## + adj_t         1  0.040638 7.1582 -545.80
## + AvgHgt        1  0.040627 7.1582 -545.80
## + Adj.T         1  0.040413 7.1584 -545.79
## + barthag_rk    1  0.040143 7.1587 -545.78
## + eFG           1  0.035350 7.1635 -545.67
## + RawT          1  0.031664 7.1672 -545.57
## + adj_t_rk      1  0.029528 7.1693 -545.52
## + twoPperD      1  0.026804 7.1720 -545.45
## + ov_fut_sos    1  0.025227 7.1736 -545.42
## + ov_cur_sos    1  0.025227 7.1736 -545.42
## + OpAstper      1  0.023830 7.1750 -545.38
## + Orebper       1  0.020618 7.1782 -545.30
## + Talent        1  0.020525 7.1783 -545.30
## + PPPOff        1  0.017982 7.1809 -545.24
## + twoPper       1  0.017853 7.1810 -545.23
## + Op.Ftper      1  0.017540 7.1813 -545.23
## + EffHgt        1  0.015265 7.1836 -545.17
## + PPPDef        1  0.011979 7.1869 -545.09
## + adj_o_rk      1  0.011821 7.1870 -545.09
## + nc_elite_sos  1  0.011680 7.1872 -545.08
## + threePper     1  0.009549 7.1893 -545.03
## + Ftper         1  0.006871 7.1920 -544.96
## + OpORebper     1  0.005521 7.1933 -544.93
## + FTRate        1  0.005261 7.1936 -544.92
## + Blkedper      1  0.004296 7.1946 -544.90
## + nc_fut_sos    1  0.001781 7.1971 -544.84
## + nc_cur_sos    1  0.001781 7.1971 -544.84
## + eFGD.         1  0.000575 7.1983 -544.81
## + Astper        1  0.000261 7.1986 -544.80
## + EliteSOS      1  0.000249 7.1986 -544.80
## + Blkper        1  0.000171 7.1987 -544.80
#accuracy
ACC.lm.forward.pred <- predict(ACC.lm.forward, ACC_valid.df, na.action = na.pass)
accuracy(ACC.lm.forward.pred, ACC_valid.df$conf_winner)
##                    ME     RMSE       MAE MPE MAPE
## Test set -0.003741479 0.236967 0.1414503 NaN  Inf

Stepwise Selection

ACC.lm.stepwise <- step(ACC.lm, direction = 'both')
## Start:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_elite_sos  1 0.0000000083870  84
## - Exp           1 0.0000000084039  84
## - eFG           1 0.0000000084223  84
## - OpORebper     1 0.0000000084247  84
## - eFGD.         1 0.0000000084472  84
## - TOVperD       1 0.0000000084570  84
## - twoPperD      1 0.0000000084598  84
## - adj_t         1 0.0000000084638  84
## - AvgHgt        1 0.0000000084647  84
## - threePperD    1 0.0000000084655  84
## - threePRateD   1 0.0000000084864  84
## - threePRate    1 0.0000000084950  84
## - twoPper       1 0.0000000085151  84
## - threePper     1 0.0000000085415  84
## - Astper        1 0.0000000085448  84
## - FTRate        1 0.0000000085556  84
## - Adj.T         1 0.0000000085935  84
## - Blkedper      1 0.0000000086195  84
## - ov_fut_sos    1 0.0000000086396  84
## - nc_elite_sos  1 0.0000000086402  84
## - EliteSOS      1 0.0000000086414  84
## - Op.Ftper      1 0.0000000086479  84
## - EffHgt        1 0.0000000086660  84
## - adj_o_rk      1 0.0000000086817  84
## - RawT          1 0.0000000086997  84
## - Blkper        1 0.0000000087184  84
## - PPPDef        1 0.0000000087311  84
## - FTRateD       1 0.0000000087745  84
## - TOVper        1 0.0000000088202  84
## - adj_d_rk      1 0.0000000088641  84
## - Ftper         1 0.0000000089056  84
## - nc_fut_sos    1 0.0000000089113  84
## - adj_t_rk      1 0.0000000089237  84
## - Orebper       1 0.0000000089617  84
## - PPPOff        1 0.0000000090503  84
## - OpAstper      1 0.0000000091109  84
## - Talent        1 0.0000000092804  84
## - wab           1 0.0000000095920  84
## - barthag_rk    1 0.0000000097844  84
## - adj_o         1 0.0000000101376  84
## - barthag       1 0.0000000103146  84
## - adj_d         1 0.0000000105722  84
## <none>            0.0000000083975  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Exp           1 0.0000000083994  82
## - eFG           1 0.0000000084121  82
## - OpORebper     1 0.0000000084181  82
## - TOVperD       1 0.0000000084518  82
## - eFGD.         1 0.0000000084552  82
## - AvgHgt        1 0.0000000084569  82
## - threePRateD   1 0.0000000084598  82
## - twoPperD      1 0.0000000084622  82
## - threePperD    1 0.0000000084746  82
## - adj_t         1 0.0000000084908  82
## - threePRate    1 0.0000000084908  82
## - FTRate        1 0.0000000085355  82
## - twoPper       1 0.0000000085505  82
## - threePper     1 0.0000000085656  82
## - Astper        1 0.0000000085656  82
## - Blkedper      1 0.0000000086252  82
## - Op.Ftper      1 0.0000000086699  82
## - EffHgt        1 0.0000000086880  82
## - ov_fut_sos    1 0.0000000086980  82
## - Adj.T         1 0.0000000087024  82
## - adj_o_rk      1 0.0000000087253  82
## - Blkper        1 0.0000000087329  82
## - RawT          1 0.0000000087481  82
## - nc_elite_sos  1 0.0000000087518  82
## - PPPDef        1 0.0000000087670  82
## - FTRateD       1 0.0000000087859  82
## - TOVper        1 0.0000000088085  82
## - Ftper         1 0.0000000089028  82
## - adj_t_rk      1 0.0000000089433  82
## - Orebper       1 0.0000000089472  82
## - adj_d_rk      1 0.0000000089792  82
## - nc_fut_sos    1 0.0000000089853  82
## - PPPOff        1 0.0000000090294  82
## - OpAstper      1 0.0000000090766  82
## - Talent        1 0.0000000093562  82
## - wab           1 0.0000000096026  82
## - EliteSOS      1 0.0000000098067  82
## - barthag_rk    1 0.0000000098729  82
## - adj_o         1 0.0000000102231  82
## - barthag       1 0.0000000103565  82
## - adj_d         1 0.0000000106690  82
## <none>            0.0000000083870  84
## + ov_elite_sos  1 0.0000000083975  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - OpORebper     1 0.0000000084293  80
## - eFG           1 0.0000000084378  80
## - TOVperD       1 0.0000000084637  80
## - eFGD.         1 0.0000000084663  80
## - twoPperD      1 0.0000000084683  80
## - threePperD    1 0.0000000084830  80
## - AvgHgt        1 0.0000000084904  80
## - threePRateD   1 0.0000000085035  80
## - threePRate    1 0.0000000085192  80
## - adj_t         1 0.0000000085281  80
## - twoPper       1 0.0000000085560  80
## - threePper     1 0.0000000085693  80
## - Astper        1 0.0000000086677  80
## - Op.Ftper      1 0.0000000086875  80
## - ov_fut_sos    1 0.0000000087012  80
## - Adj.T         1 0.0000000087369  80
## - adj_o_rk      1 0.0000000087403  80
## - EffHgt        1 0.0000000087595  80
## - RawT          1 0.0000000087622  80
## - FTRate        1 0.0000000087660  80
## - PPPDef        1 0.0000000087871  80
## - Blkedper      1 0.0000000087910  80
## - Blkper        1 0.0000000088020  80
## - FTRateD       1 0.0000000088072  80
## - nc_elite_sos  1 0.0000000088818  80
## - adj_d_rk      1 0.0000000089877  80
## - Ftper         1 0.0000000090399  80
## - adj_t_rk      1 0.0000000090610  80
## - TOVper        1 0.0000000090919  80
## - OpAstper      1 0.0000000091681  80
## - Orebper       1 0.0000000092066  80
## - PPPOff        1 0.0000000092069  80
## - nc_fut_sos    1 0.0000000092451  80
## - Talent        1 0.0000000093929  80
## - wab           1 0.0000000096071  80
## - EliteSOS      1 0.0000000098253  80
## - barthag_rk    1 0.0000000099148  80
## - adj_o         1 0.0000000102633  80
## - barthag       1 0.0000000103813  80
## - adj_d         1 0.0000000106941  80
## <none>            0.0000000083994  82
## + Exp           1 0.0000000083870  84
## + ov_elite_sos  1 0.0000000084039  84
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - eFG           1 0.0000000084833  78
## - twoPperD      1 0.0000000084969  78
## - eFGD.         1 0.0000000085069  78
## - threePperD    1 0.0000000085107  78
## - AvgHgt        1 0.0000000085158  78
## - adj_t         1 0.0000000085467  78
## - threePRate    1 0.0000000085493  78
## - threePRateD   1 0.0000000085720  78
## - twoPper       1 0.0000000085774  78
## - threePper     1 0.0000000085880  78
## - TOVperD       1 0.0000000085890  78
## - Astper        1 0.0000000086967  78
## - Op.Ftper      1 0.0000000087010  78
## - ov_fut_sos    1 0.0000000087232  78
## - Adj.T         1 0.0000000087463  78
## - EffHgt        1 0.0000000087650  78
## - RawT          1 0.0000000087846  78
## - FTRate        1 0.0000000088011  78
## - Blkper        1 0.0000000088132  78
## - adj_o_rk      1 0.0000000088305  78
## - Blkedper      1 0.0000000088519  78
## - nc_elite_sos  1 0.0000000089639  78
## - adj_d_rk      1 0.0000000090205  78
## - FTRateD       1 0.0000000091512  78
## - adj_t_rk      1 0.0000000092126  78
## - OpAstper      1 0.0000000092333  78
## - TOVper        1 0.0000000094543  78
## - PPPOff        1 0.0000000094741  78
## - Talent        1 0.0000000095098  78
## - nc_fut_sos    1 0.0000000095171  78
## - Orebper       1 0.0000000095442  78
## - Ftper         1 0.0000000095920  78
## - wab           1 0.0000000096637  78
## - EliteSOS      1 0.0000000098550  78
## - barthag_rk    1 0.0000000100039  78
## - PPPDef        1 0.0000000101667  78
## - adj_o         1 0.0000000104396  78
## - barthag       1 0.0000000105436  78
## - adj_d         1 0.0000000107900  78
## <none>            0.0000000084293  80
## + OpORebper     1 0.0000000083994  82
## + Exp           1 0.0000000084181  82
## + ov_elite_sos  1 0.0000000084317  82
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - AvgHgt        1 0.0000000085381  76
## - twoPperD      1 0.0000000085657  76
## - threePRate    1 0.0000000085681  76
## - adj_t         1 0.0000000085744  76
## - eFGD.         1 0.0000000085755  76
## - threePperD    1 0.0000000085782  76
## - threePRateD   1 0.0000000085915  76
## - TOVperD       1 0.0000000086198  76
## - Op.Ftper      1 0.0000000087235  76
## - EffHgt        1 0.0000000087765  76
## - Astper        1 0.0000000087879  76
## - FTRate        1 0.0000000088163  76
## - Adj.T         1 0.0000000088294  76
## - Blkper        1 0.0000000088527  76
## - ov_fut_sos    1 0.0000000088544  76
## - adj_o_rk      1 0.0000000088945  76
## - RawT          1 0.0000000090334  76
## - adj_d_rk      1 0.0000000090428  76
## - twoPper       1 0.0000000090689  76
## - Blkedper      1 0.0000000091397  76
## - nc_elite_sos  1 0.0000000091947  76
## - threePper     1 0.0000000092166  76
## - FTRateD       1 0.0000000093206  76
## - adj_t_rk      1 0.0000000093484  76
## - OpAstper      1 0.0000000094592  76
## - PPPOff        1 0.0000000095033  76
## - TOVper        1 0.0000000095034  76
## - Talent        1 0.0000000095289  76
## - Orebper       1 0.0000000096191  76
## - Ftper         1 0.0000000096245  76
## - nc_fut_sos    1 0.0000000097699  76
## - wab           1 0.0000000098622  76
## - EliteSOS      1 0.0000000100503  76
## - barthag_rk    1 0.0000000102563  76
## - PPPDef        1 0.0000000103889  76
## - adj_o         1 0.0000000105231  76
## - barthag       1 0.0000000110079  76
## - adj_d         1 0.0000000110292  76
## <none>            0.0000000084833  78
## + eFG           1 0.0000000084293  80
## + OpORebper     1 0.0000000084378  80
## + Exp           1 0.0000000084605  80
## + ov_elite_sos  1 0.0000000084853  80
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePRate    1 0.0000000086245  74
## - threePRateD   1 0.0000000086560  74
## - twoPperD      1 0.0000000086875  74
## - eFGD.         1 0.0000000087037  74
## - TOVperD       1 0.0000000087145  74
## - threePperD    1 0.0000000087263  74
## - Op.Ftper      1 0.0000000087718  74
## - EffHgt        1 0.0000000087830  74
## - FTRate        1 0.0000000088446  74
## - adj_t         1 0.0000000088460  74
## - Blkper        1 0.0000000089084  74
## - Astper        1 0.0000000089092  74
## - ov_fut_sos    1 0.0000000089242  74
## - Adj.T         1 0.0000000090068  74
## - RawT          1 0.0000000090487  74
## - Blkedper      1 0.0000000092161  74
## - adj_d_rk      1 0.0000000092239  74
## - nc_elite_sos  1 0.0000000093340  74
## - adj_t_rk      1 0.0000000093352  74
## - twoPper       1 0.0000000093647  74
## - OpAstper      1 0.0000000095114  74
## - threePper     1 0.0000000096091  74
## - FTRateD       1 0.0000000096690  74
## - TOVper        1 0.0000000098188  74
## - adj_o_rk      1 0.0000000098336  74
## - wab           1 0.0000000099360  74
## - Talent        1 0.0000000100120  74
## - EliteSOS      1 0.0000000100382  74
## - nc_fut_sos    1 0.0000000100785  74
## - Orebper       1 0.0000000102224  74
## - PPPOff        1 0.0000000102554  74
## - barthag_rk    1 0.0000000102816  74
## - Ftper         1 0.0000000104032  74
## - PPPDef        1 0.0000000104731  74
## - adj_o         1 0.0000000107063  74
## - barthag       1 0.0000000110750  74
## - adj_d         1 0.0000000112019  74
## <none>            0.0000000085381  76
## + AvgHgt        1 0.0000000084833  78
## + OpORebper     1 0.0000000085048  78
## + Exp           1 0.0000000085122  78
## + eFG           1 0.0000000085158  78
## + ov_elite_sos  1 0.0000000085375  78
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRateD + Adj.T + 
##     EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePRateD   1 0.0000000087174  72
## - twoPperD      1 0.0000000087526  72
## - eFGD.         1 0.0000000087658  72
## - threePperD    1 0.0000000087868  72
## - TOVperD       1 0.0000000088575  72
## - EffHgt        1 0.0000000088828  72
## - adj_t         1 0.0000000089404  72
## - Blkper        1 0.0000000089640  72
## - ov_fut_sos    1 0.0000000089863  72
## - Astper        1 0.0000000090398  72
## - Op.Ftper      1 0.0000000090644  72
## - Adj.T         1 0.0000000091476  72
## - RawT          1 0.0000000091526  72
## - Blkedper      1 0.0000000094807  72
## - adj_t_rk      1 0.0000000095250  72
## - nc_elite_sos  1 0.0000000095409  72
## - adj_d_rk      1 0.0000000097913  72
## - FTRate        1 0.0000000098799  72
## - FTRateD       1 0.0000000099279  72
## - wab           1 0.0000000099451  72
## - OpAstper      1 0.0000000101653  72
## - adj_o_rk      1 0.0000000103052  72
## - barthag_rk    1 0.0000000103558  72
## - PPPDef        1 0.0000000104538  72
## - twoPper       1 0.0000000104547  72
## - EliteSOS      1 0.0000000105080  72
## - threePper     1 0.0000000105315  72
## - nc_fut_sos    1 0.0000000105836  72
## - adj_o         1 0.0000000107388  72
## - PPPOff        1 0.0000000110287  72
## - Talent        1 0.0000000110597  72
## - barthag       1 0.0000000111494  72
## - Ftper         1 0.0000000111855  72
## - TOVper        1 0.0000000115071  72
## - Orebper       1 0.0000000118167  72
## - adj_d         1 0.0000000118714  72
## <none>            0.0000000086245  74
## + threePRate    1 0.0000000085381  76
## + AvgHgt        1 0.0000000085681  76
## + Exp           1 0.0000000085939  76
## + OpORebper     1 0.0000000086002  76
## + eFG           1 0.0000000086066  76
## + ov_elite_sos  1 0.0000000086176  76
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + Adj.T + EffHgt + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - EffHgt        1 0.0000000088880  70
## - TOVperD       1 0.0000000089193  70
## - ov_fut_sos    1 0.0000000090037  70
## - twoPperD      1 0.0000000090246  70
## - adj_t         1 0.0000000090588  70
## - eFGD.         1 0.0000000090892  70
## - Astper        1 0.0000000091114  70
## - Op.Ftper      1 0.0000000091153  70
## - threePperD    1 0.0000000091403  70
## - RawT          1 0.0000000092482  70
## - Adj.T         1 0.0000000092990  70
## - Blkper        1 0.0000000094090  70
## - nc_elite_sos  1 0.0000000095089  70
## - Blkedper      1 0.0000000097308  70
## - adj_t_rk      1 0.0000000097504  70
## - FTRate        1 0.0000000098779  70
## - adj_d_rk      1 0.0000000100768  70
## - FTRateD       1 0.0000000100930  70
## - barthag_rk    1 0.0000000103826  70
## - PPPDef        1 0.0000000104726  70
## - OpAstper      1 0.0000000105684  70
## - nc_fut_sos    1 0.0000000106059  70
## - adj_o_rk      1 0.0000000107757  70
## - wab           1 0.0000000108337  70
## - threePper     1 0.0000000108781  70
## - EliteSOS      1 0.0000000108794  70
## - twoPper       1 0.0000000110544  70
## - barthag       1 0.0000000111779  70
## - Talent        1 0.0000000114945  70
## - adj_o         1 0.0000000115330  70
## - adj_d         1 0.0000000120056  70
## - TOVper        1 0.0000000123884  70
## - Ftper         1 0.0000000129422  70
## - Orebper       1 0.0000000133018  70
## - PPPOff        1 0.0000000137302  70
## <none>            0.0000000087174  72
## + threePRateD   1 0.0000000086245  74
## + OpORebper     1 0.0000000086391  74
## + AvgHgt        1 0.0000000086492  74
## + threePRate    1 0.0000000086560  74
## + eFG           1 0.0000000087056  74
## + Exp           1 0.0000000087126  74
## + ov_elite_sos  1 0.0000000087204  74
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=70
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + Adj.T + Talent + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_fut_sos    1 0.0000000090064  68
## - TOVperD       1 0.0000000090510  68
## - Astper        1 0.0000000091277  68
## - Op.Ftper      1 0.0000000093157  68
## - twoPperD      1 0.0000000093808  68
## - adj_t         1 0.0000000093830  68
## - Blkper        1 0.0000000094032  68
## - threePperD    1 0.0000000094713  68
## - eFGD.         1 0.0000000094761  68
## - RawT          1 0.0000000095741  68
## - nc_elite_sos  1 0.0000000097271  68
## - Blkedper      1 0.0000000097371  68
## - adj_t_rk      1 0.0000000098926  68
## - Adj.T         1 0.0000000099617  68
## - FTRateD       1 0.0000000100764  68
## - FTRate        1 0.0000000101518  68
## - adj_d_rk      1 0.0000000102695  68
## - barthag_rk    1 0.0000000104009  68
## - PPPDef        1 0.0000000104846  68
## - wab           1 0.0000000108863  68
## - OpAstper      1 0.0000000109638  68
## - nc_fut_sos    1 0.0000000110449  68
## - adj_o_rk      1 0.0000000111757  68
## - barthag       1 0.0000000111768  68
## - threePper     1 0.0000000112204  68
## - twoPper       1 0.0000000112226  68
## - adj_o         1 0.0000000115097  68
## - adj_d         1 0.0000000124171  68
## - Talent        1 0.0000000124455  68
## - TOVper        1 0.0000000128982  68
## - Ftper         1 0.0000000129462  68
## - EliteSOS      1 0.0000000133344  68
## - PPPOff        1 0.0000000137814  68
## - Orebper       1 0.0000000139509  68
## <none>            0.0000000088880  70
## + EffHgt        1 0.0000000087174  72
## + threePRate    1 0.0000000088242  72
## + AvgHgt        1 0.0000000088428  72
## + Exp           1 0.0000000088622  72
## + OpORebper     1 0.0000000088701  72
## + ov_elite_sos  1 0.0000000088719  72
## + eFG           1 0.0000000088719  72
## + threePRateD   1 0.0000000088828  72
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=68
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + Adj.T + Talent + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - TOVperD       1 0.0000000092407  66
## - Astper        1 0.0000000093554  66
## - adj_t         1 0.0000000095585  66
## - RawT          1 0.0000000095600  66
## - Op.Ftper      1 0.0000000096644  66
## - twoPperD      1 0.0000000096927  66
## - nc_elite_sos  1 0.0000000097439  66
## - Blkper        1 0.0000000097484  66
## - Blkedper      1 0.0000000098171  66
## - eFGD.         1 0.0000000098586  66
## - threePperD    1 0.0000000098792  66
## - adj_t_rk      1 0.0000000099341  66
## - Adj.T         1 0.0000000100575  66
## - adj_d_rk      1 0.0000000103105  66
## - FTRate        1 0.0000000105361  66
## - FTRateD       1 0.0000000105413  66
## - barthag_rk    1 0.0000000105578  66
## - PPPDef        1 0.0000000109865  66
## - nc_fut_sos    1 0.0000000110765  66
## - OpAstper      1 0.0000000112502  66
## - wab           1 0.0000000113868  66
## - threePper     1 0.0000000115064  66
## - barthag       1 0.0000000115303  66
## - twoPper       1 0.0000000115836  66
## - adj_o_rk      1 0.0000000116600  66
## - Talent        1 0.0000000124864  66
## - adj_o         1 0.0000000127977  66
## - TOVper        1 0.0000000140443  66
## - Ftper         1 0.0000000142073  66
## - PPPOff        1 0.0000000145073  66
## - EliteSOS      1 0.0000000147258  66
## - Orebper       1 0.0000000149107  66
## - adj_d         1 0.0000000165940  66
## <none>            0.0000000090064  68
## + ov_fut_sos    1 0.0000000088880  70
## + ov_cur_sos    1 0.0000000088880  70
## + AvgHgt        1 0.0000000089372  70
## + OpORebper     1 0.0000000089416  70
## + threePRate    1 0.0000000089626  70
## + threePRateD   1 0.0000000089892  70
## + eFG           1 0.0000000089899  70
## + Exp           1 0.0000000089959  70
## + ov_elite_sos  1 0.0000000089965  70
## + EffHgt        1 0.0000000090037  70
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=66
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     eFGD. + FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + Adj.T + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Astper        1 0.0000000095790  64
## - Op.Ftper      1 0.0000000097139  64
## - twoPperD      1 0.0000000097459  64
## - threePperD    1 0.0000000098833  64
## - eFGD.         1 0.0000000099009  64
## - RawT          1 0.0000000099519  64
## - adj_t         1 0.0000000099724  64
## - adj_t_rk      1 0.0000000099827  64
## - nc_elite_sos  1 0.0000000101819  64
## - adj_d_rk      1 0.0000000103870  64
## - Blkper        1 0.0000000104062  64
## - Blkedper      1 0.0000000105498  64
## - FTRate        1 0.0000000105701  64
## - FTRateD       1 0.0000000106164  64
## - barthag_rk    1 0.0000000106890  64
## - Adj.T         1 0.0000000108272  64
## - nc_fut_sos    1 0.0000000114340  64
## - barthag       1 0.0000000115873  64
## - wab           1 0.0000000116148  64
## - threePper     1 0.0000000116684  64
## - OpAstper      1 0.0000000117106  64
## - twoPper       1 0.0000000119543  64
## - adj_o_rk      1 0.0000000120900  64
## - PPPDef        1 0.0000000124686  64
## - Talent        1 0.0000000124976  64
## - adj_o         1 0.0000000132313  64
## - TOVper        1 0.0000000143575  64
## - Orebper       1 0.0000000150756  64
## - EliteSOS      1 0.0000000151133  64
## - Ftper         1 0.0000000155779  64
## - PPPOff        1 0.0000000161631  64
## - adj_d         1 0.0000000166532  64
## <none>            0.0000000092407  66
## + TOVperD       1 0.0000000090064  68
## + OpORebper     1 0.0000000090451  68
## + ov_fut_sos    1 0.0000000090510  68
## + ov_cur_sos    1 0.0000000090510  68
## + threePRate    1 0.0000000091694  68
## + ov_elite_sos  1 0.0000000091933  68
## + AvgHgt        1 0.0000000092005  68
## + eFG           1 0.0000000092016  68
## + threePRateD   1 0.0000000092144  68
## + EffHgt        1 0.0000000092308  68
## + Exp           1 0.0000000092421  68
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=64
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     eFGD. + FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + OpAstper + 
##     Adj.T + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Op.Ftper      1 0.0000000097222  62
## - twoPperD      1 0.0000000098598  62
## - threePperD    1 0.0000000099463  62
## - eFGD.         1 0.0000000099751  62
## - nc_elite_sos  1 0.0000000102231  62
## - RawT          1 0.0000000105507  62
## - Blkedper      1 0.0000000105526  62
## - FTRate        1 0.0000000105804  62
## - adj_t         1 0.0000000106133  62
## - FTRateD       1 0.0000000108028  62
## - adj_d_rk      1 0.0000000111384  62
## - adj_t_rk      1 0.0000000112916  62
## - barthag_rk    1 0.0000000113972  62
## - Adj.T         1 0.0000000116073  62
## - threePper     1 0.0000000116817  62
## - nc_fut_sos    1 0.0000000118213  62
## - twoPper       1 0.0000000119631  62
## - barthag       1 0.0000000120545  62
## - Blkper        1 0.0000000121937  62
## - adj_o_rk      1 0.0000000123174  62
## - PPPDef        1 0.0000000131453  62
## - adj_o         1 0.0000000132925  62
## - OpAstper      1 0.0000000139919  62
## - Talent        1 0.0000000143967  62
## - TOVper        1 0.0000000145878  62
## - Orebper       1 0.0000000157107  62
## - wab           1 0.0000000158670  62
## - PPPOff        1 0.0000000162695  62
## - EliteSOS      1 0.0000000163249  62
## - adj_d         1 0.0000000166480  62
## - Ftper         1 0.0000000169221  62
## <none>            0.0000000095790  64
## + Astper        1 0.0000000092407  66
## + ov_fut_sos    1 0.0000000092635  66
## + ov_cur_sos    1 0.0000000092635  66
## + TOVperD       1 0.0000000093554  66
## + OpORebper     1 0.0000000093634  66
## + threePRate    1 0.0000000093868  66
## + Exp           1 0.0000000094257  66
## + EffHgt        1 0.0000000094505  66
## + AvgHgt        1 0.0000000095140  66
## + threePRateD   1 0.0000000095498  66
## + ov_elite_sos  1 0.0000000095511  66
## + eFG           1 0.0000000095765  66
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=62
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     eFGD. + FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + OpAstper + 
##     Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - twoPperD      1 0.0000000098355  60
## - eFGD.         1 0.0000000099178  60
## - threePperD    1 0.0000000099287  60
## - nc_elite_sos  1 0.0000000101722  60
## - FTRate        1 0.0000000105583  60
## - Blkedper      1 0.0000000105847  60
## - FTRateD       1 0.0000000107811  60
## - adj_t         1 0.0000000109149  60
## - RawT          1 0.0000000113444  60
## - adj_d_rk      1 0.0000000114117  60
## - adj_t_rk      1 0.0000000115015  60
## - threePper     1 0.0000000118657  60
## - nc_fut_sos    1 0.0000000118695  60
## - barthag_rk    1 0.0000000120588  60
## - Blkper        1 0.0000000121345  60
## - twoPper       1 0.0000000123130  60
## - Adj.T         1 0.0000000124843  60
## - barthag       1 0.0000000132335  60
## - OpAstper      1 0.0000000140146  60
## - PPPDef        1 0.0000000141666  60
## - adj_o_rk      1 0.0000000144891  60
## - Talent        1 0.0000000146785  60
## - TOVper        1 0.0000000146976  60
## - adj_o         1 0.0000000148701  60
## - Orebper       1 0.0000000157104  60
## - PPPOff        1 0.0000000164196  60
## - Ftper         1 0.0000000168668  60
## - EliteSOS      1 0.0000000173697  60
## - adj_d         1 0.0000000174056  60
## - wab           1 0.0000000188813  60
## <none>            0.0000000097222  62
## + ov_fut_sos    1 0.0000000093644  64
## + ov_cur_sos    1 0.0000000093644  64
## + threePRate    1 0.0000000095245  64
## + Exp           1 0.0000000095629  64
## + Op.Ftper      1 0.0000000095790  64
## + threePRateD   1 0.0000000095931  64
## + ov_elite_sos  1 0.0000000096301  64
## + OpORebper     1 0.0000000096597  64
## + AvgHgt        1 0.0000000096853  64
## + TOVperD       1 0.0000000096877  64
## + eFG           1 0.0000000096967  64
## + EffHgt        1 0.0000000097083  64
## + Astper        1 0.0000000097139  64
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=60
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     eFGD. + FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + 
##     threePper + threePperD + Blkper + Blkedper + OpAstper + Adj.T + 
##     Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - eFGD.         1 0.0000000101137  58
## - threePperD    1 0.0000000101561  58
## - nc_elite_sos  1 0.0000000102946  58
## - FTRate        1 0.0000000105825  58
## - Blkedper      1 0.0000000106715  58
## - FTRateD       1 0.0000000108625  58
## - adj_t         1 0.0000000109133  58
## - adj_d_rk      1 0.0000000117369  58
## - RawT          1 0.0000000119655  58
## - threePper     1 0.0000000120249  58
## - Blkper        1 0.0000000121256  58
## - nc_fut_sos    1 0.0000000124996  58
## - Adj.T         1 0.0000000125163  58
## - adj_t_rk      1 0.0000000125771  58
## - barthag_rk    1 0.0000000126193  58
## - twoPper       1 0.0000000129896  58
## - OpAstper      1 0.0000000141101  58
## - barthag       1 0.0000000142438  58
## - adj_o_rk      1 0.0000000146134  58
## - Talent        1 0.0000000146998  58
## - TOVper        1 0.0000000151411  58
## - adj_o         1 0.0000000156767  58
## - PPPDef        1 0.0000000166430  58
## - PPPOff        1 0.0000000167550  58
## - Orebper       1 0.0000000168866  58
## - Ftper         1 0.0000000170544  58
## - adj_d         1 0.0000000189501  58
## - EliteSOS      1 0.0000000190915  58
## - wab           1 0.0000000191689  58
## <none>            0.0000000098355  60
## + ov_fut_sos    1 0.0000000094476  62
## + ov_cur_sos    1 0.0000000094476  62
## + Exp           1 0.0000000096041  62
## + threePRate    1 0.0000000096599  62
## + twoPperD      1 0.0000000097222  62
## + AvgHgt        1 0.0000000097519  62
## + threePRateD   1 0.0000000097817  62
## + eFG           1 0.0000000098076  62
## + TOVperD       1 0.0000000098158  62
## + Astper        1 0.0000000098197  62
## + OpORebper     1 0.0000000098238  62
## + EffHgt        1 0.0000000098259  62
## + ov_elite_sos  1 0.0000000098415  62
## + Op.Ftper      1 0.0000000098598  62
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=58
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + threePper + 
##     threePperD + Blkper + Blkedper + OpAstper + Adj.T + Talent + 
##     Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePperD    1 0.0000000102997  56
## - nc_elite_sos  1 0.0000000106082  56
## - Blkedper      1 0.0000000107969  56
## - FTRate        1 0.0000000110080  56
## - adj_t         1 0.0000000111561  56
## - FTRateD       1 0.0000000114481  56
## - adj_d_rk      1 0.0000000118015  56
## - Blkper        1 0.0000000122244  56
## - Adj.T         1 0.0000000124297  56
## - nc_fut_sos    1 0.0000000127298  56
## - threePper     1 0.0000000127851  56
## - RawT          1 0.0000000131028  56
## - twoPper       1 0.0000000132173  56
## - barthag_rk    1 0.0000000132286  56
## - adj_t_rk      1 0.0000000134654  56
## - OpAstper      1 0.0000000141600  56
## - barthag       1 0.0000000148951  56
## - adj_o_rk      1 0.0000000151253  56
## - adj_o         1 0.0000000160534  56
## - Talent        1 0.0000000160892  56
## - TOVper        1 0.0000000174370  56
## - Orebper       1 0.0000000177216  56
## - PPPDef        1 0.0000000184041  56
## - adj_d         1 0.0000000190455  56
## - EliteSOS      1 0.0000000193484  56
## - wab           1 0.0000000194669  56
## - Ftper         1 0.0000000195151  56
## - PPPOff        1 0.0000000197004  56
## <none>            0.0000000101137  58
## + ov_fut_sos    1 0.0000000096229  60
## + ov_cur_sos    1 0.0000000096229  60
## + eFGD.         1 0.0000000098355  60
## + twoPperD      1 0.0000000099178  60
## + Exp           1 0.0000000099922  60
## + TOVperD       1 0.0000000100074  60
## + threePRate    1 0.0000000100144  60
## + eFG           1 0.0000000100332  60
## + threePRateD   1 0.0000000100511  60
## + ov_elite_sos  1 0.0000000100800  60
## + EffHgt        1 0.0000000100861  60
## + Astper        1 0.0000000100867  60
## + OpORebper     1 0.0000000100974  60
## + AvgHgt        1 0.0000000100992  60
## + Op.Ftper      1 0.0000000101630  60
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=56
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + threePper + 
##     Blkper + Blkedper + OpAstper + Adj.T + Talent + Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Blkedper      1 0.0000000109178  54
## - adj_t         1 0.0000000111523  54
## - FTRate        1 0.0000000112857  54
## - nc_elite_sos  1 0.0000000113523  54
## - FTRateD       1 0.0000000114659  54
## - adj_d_rk      1 0.0000000121143  54
## - Blkper        1 0.0000000123669  54
## - Adj.T         1 0.0000000123980  54
## - threePper     1 0.0000000128801  54
## - RawT          1 0.0000000130408  54
## - twoPper       1 0.0000000133221  54
## - barthag_rk    1 0.0000000134883  54
## - adj_t_rk      1 0.0000000135397  54
## - nc_fut_sos    1 0.0000000140471  54
## - OpAstper      1 0.0000000141474  54
## - barthag       1 0.0000000149155  54
## - adj_o_rk      1 0.0000000151143  54
## - Talent        1 0.0000000160157  54
## - TOVper        1 0.0000000175972  54
## - adj_o         1 0.0000000176420  54
## - Orebper       1 0.0000000180428  54
## - EliteSOS      1 0.0000000192830  54
## - adj_d         1 0.0000000194389  54
## - Ftper         1 0.0000000196035  54
## - PPPOff        1 0.0000000199327  54
## - wab           1 0.0000000202451  54
## - PPPDef        1 0.0000000208204  54
## <none>            0.0000000102997  56
## + ov_fut_sos    1 0.0000000097894  58
## + ov_cur_sos    1 0.0000000097894  58
## + twoPperD      1 0.0000000099075  58
## + threePperD    1 0.0000000101137  58
## + eFGD.         1 0.0000000101561  58
## + Astper        1 0.0000000101586  58
## + ov_elite_sos  1 0.0000000101643  58
## + eFG           1 0.0000000101759  58
## + Exp           1 0.0000000101829  58
## + TOVperD       1 0.0000000102186  58
## + AvgHgt        1 0.0000000102220  58
## + threePRateD   1 0.0000000102588  58
## + EffHgt        1 0.0000000102668  58
## + Op.Ftper      1 0.0000000102985  58
## + OpORebper     1 0.0000000103126  58
## + threePRate    1 0.0000000103459  58
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=54
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + threePper + 
##     Blkper + OpAstper + Adj.T + Talent + Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - nc_elite_sos  1 0.000000011379  52
## - FTRate        1 0.000000012032  52
## - FTRateD       1 0.000000013070  52
## - RawT          1 0.000000013253  52
## - threePper     1 0.000000013390  52
## - adj_d_rk      1 0.000000013485  52
## - adj_t_rk      1 0.000000013695  52
## - adj_t         1 0.000000013818  52
## - OpAstper      1 0.000000014171  52
## - Blkper        1 0.000000014608  52
## - nc_fut_sos    1 0.000000014661  52
## - twoPper       1 0.000000015124  52
## - adj_o_rk      1 0.000000015428  52
## - barthag_rk    1 0.000000015966  52
## - Adj.T         1 0.000000017003  52
## - Talent        1 0.000000017050  52
## - adj_o         1 0.000000017753  52
## - TOVper        1 0.000000018067  52
## - barthag       1 0.000000018429  52
## - EliteSOS      1 0.000000019616  52
## - Orebper       1 0.000000019990  52
## - PPPOff        1 0.000000021035  52
## - Ftper         1 0.000000021074  52
## - PPPDef        1 0.000000022853  52
## - wab           1 0.000000024196  52
## - adj_d         1 0.000000034347  52
## <none>            0.000000010918  54
## + Blkedper      1 0.000000010300  56
## + TOVperD       1 0.000000010544  56
## + OpORebper     1 0.000000010760  56
## + AvgHgt        1 0.000000010770  56
## + twoPperD      1 0.000000010770  56
## + threePRate    1 0.000000010792  56
## + threePperD    1 0.000000010797  56
## + ov_fut_sos    1 0.000000010806  56
## + ov_cur_sos    1 0.000000010806  56
## + EffHgt        1 0.000000010885  56
## + eFGD.         1 0.000000010893  56
## + threePRateD   1 0.000000010907  56
## + Astper        1 0.000000010919  56
## + ov_elite_sos  1 0.000000010922  56
## + Exp           1 0.000000010938  56
## + eFG           1 0.000000010939  56
## + Op.Ftper      1 0.000000010989  56
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=52
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_fut_sos + FTRate + 
##     FTRateD + TOVper + Orebper + RawT + twoPper + threePper + 
##     Blkper + OpAstper + Adj.T + Talent + Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - FTRate        1 0.000000012097  50
## - adj_d_rk      1 0.000000013490  50
## - FTRateD       1 0.000000013708  50
## - RawT          1 0.000000013710  50
## - adj_t_rk      1 0.000000013760  50
## - threePper     1 0.000000013939  50
## - adj_t         1 0.000000014006  50
## - OpAstper      1 0.000000014705  50
## - twoPper       1 0.000000015423  50
## - nc_fut_sos    1 0.000000015450  50
## - adj_o_rk      1 0.000000015965  50
## - barthag_rk    1 0.000000015998  50
## - Blkper        1 0.000000016097  50
## - Adj.T         1 0.000000017310  50
## - Talent        1 0.000000017641  50
## - adj_o         1 0.000000018287  50
## - barthag       1 0.000000018925  50
## - TOVper        1 0.000000019664  50
## - Orebper       1 0.000000020865  50
## - PPPOff        1 0.000000021136  50
## - Ftper         1 0.000000021197  50
## - PPPDef        1 0.000000023285  50
## - EliteSOS      1 0.000000023912  50
## - wab           1 0.000000027730  50
## - adj_d         1 0.000000036601  50
## <none>            0.000000011379  52
## + threePperD    1 0.000000010882  54
## + AvgHgt        1 0.000000010898  54
## + nc_elite_sos  1 0.000000010918  54
## + twoPperD      1 0.000000011091  54
## + threePRate    1 0.000000011105  54
## + Exp           1 0.000000011258  54
## + threePRateD   1 0.000000011264  54
## + TOVperD       1 0.000000011333  54
## + OpORebper     1 0.000000011335  54
## + Blkedper      1 0.000000011352  54
## + EffHgt        1 0.000000011358  54
## + ov_elite_sos  1 0.000000011387  54
## + Op.Ftper      1 0.000000011390  54
## + eFGD.         1 0.000000011394  54
## + eFG           1 0.000000011403  54
## + ov_fut_sos    1 0.000000011430  54
## + ov_cur_sos    1 0.000000011430  54
## + Astper        1 0.000000011432  54
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=50
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_fut_sos + FTRateD + 
##     TOVper + Orebper + RawT + twoPper + threePper + Blkper + 
##     OpAstper + Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - FTRateD       1 0.000000013734  48
## - RawT          1 0.000000013852  48
## - threePper     1 0.000000013984  48
## - adj_d_rk      1 0.000000014276  48
## - adj_t         1 0.000000014362  48
## - OpAstper      1 0.000000014757  48
## - adj_t_rk      1 0.000000015157  48
## - twoPper       1 0.000000015494  48
## - nc_fut_sos    1 0.000000015857  48
## - adj_o_rk      1 0.000000016063  48
## - Blkper        1 0.000000016142  48
## - barthag_rk    1 0.000000016813  48
## - Adj.T         1 0.000000017345  48
## - Talent        1 0.000000017740  48
## - adj_o         1 0.000000018207  48
## - barthag       1 0.000000019314  48
## - TOVper        1 0.000000019462  48
## - Orebper       1 0.000000021097  48
## - Ftper         1 0.000000021272  48
## - PPPOff        1 0.000000021344  48
## - EliteSOS      1 0.000000025530  48
## - PPPDef        1 0.000000027126  48
## - wab           1 0.000000031017  48
## - adj_d         1 0.000000039439  48
## <none>            0.000000012097  50
## + threePRate    1 0.000000011136  52
## + twoPperD      1 0.000000011373  52
## + FTRate        1 0.000000011379  52
## + AvgHgt        1 0.000000011410  52
## + threePperD    1 0.000000011548  52
## + Blkedper      1 0.000000011786  52
## + Op.Ftper      1 0.000000011809  52
## + eFG           1 0.000000011823  52
## + TOVperD       1 0.000000011918  52
## + EffHgt        1 0.000000012026  52
## + Exp           1 0.000000012032  52
## + nc_elite_sos  1 0.000000012032  52
## + OpORebper     1 0.000000012039  52
## + ov_fut_sos    1 0.000000012044  52
## + ov_cur_sos    1 0.000000012044  52
## + ov_elite_sos  1 0.000000012087  52
## + eFGD.         1 0.000000012101  52
## + threePRateD   1 0.000000012114  52
## + Astper        1 0.000000012136  52
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=48
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_fut_sos + TOVper + 
##     Orebper + RawT + twoPper + threePper + Blkper + OpAstper + 
##     Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - adj_t         1 0.000000014328  46
## - adj_t_rk      1 0.000000015146  46
## - OpAstper      1 0.000000015312  46
## - adj_o_rk      1 0.000000016056  46
## - adj_d_rk      1 0.000000016704  46
## - Blkper        1 0.000000017518  46
## - Talent        1 0.000000017971  46
## - nc_fut_sos    1 0.000000018513  46
## - Adj.T         1 0.000000019810  46
## - adj_o         1 0.000000020612  46
## - RawT          1 0.000000022535  46
## - threePper     1 0.000000022779  46
## - twoPper       1 0.000000022920  46
## - barthag_rk    1 0.000000026020  46
## - Ftper         1 0.000000028538  46
## - barthag       1 0.000000028669  46
## - Orebper       1 0.000000034330  46
## - PPPOff        1 0.000000038381  46
## - TOVper        1 0.000000038592  46
## - EliteSOS      1 0.000000044078  46
## - wab           1 0.000000048337  46
## - PPPDef        1 0.000000049122  46
## - adj_d         1 0.000000113776  46
## <none>            0.000000013734  48
## + FTRateD       1 0.000000012097  50
## + twoPperD      1 0.000000012610  50
## + threePperD    1 0.000000013083  50
## + nc_elite_sos  1 0.000000013316  50
## + Astper        1 0.000000013401  50
## + Blkedper      1 0.000000013408  50
## + eFGD.         1 0.000000013468  50
## + ov_elite_sos  1 0.000000013562  50
## + AvgHgt        1 0.000000013601  50
## + threePRate    1 0.000000013639  50
## + EffHgt        1 0.000000013661  50
## + threePRateD   1 0.000000013668  50
## + eFG           1 0.000000013679  50
## + TOVperD       1 0.000000013689  50
## + OpORebper     1 0.000000013707  50
## + FTRate        1 0.000000013708  50
## + Exp           1 0.000000013737  50
## + ov_fut_sos    1 0.000000013759  50
## + ov_cur_sos    1 0.000000013759  50
## + Op.Ftper      1 0.000000013774  50
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=46
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t_rk + wab + nc_fut_sos + TOVper + Orebper + 
##     RawT + twoPper + threePper + Blkper + OpAstper + Adj.T + 
##     Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - adj_t_rk      1 0.000000015132  44
## - OpAstper      1 0.000000016038  44
## - adj_o_rk      1 0.000000016893  44
## - Blkper        1 0.000000017407  44
## - adj_d_rk      1 0.000000017858  44
## - Talent        1 0.000000018416  44
## - nc_fut_sos    1 0.000000018639  44
## - Adj.T         1 0.000000019876  44
## - adj_o         1 0.000000020645  44
## - RawT          1 0.000000023797  44
## - threePper     1 0.000000026043  44
## - barthag_rk    1 0.000000028163  44
## - barthag       1 0.000000029280  44
## - twoPper       1 0.000000032542  44
## - Ftper         1 0.000000038031  44
## - EliteSOS      1 0.000000043914  44
## - PPPOff        1 0.000000048914  44
## - PPPDef        1 0.000000058212  44
## - Orebper       1 0.000000066334  44
## - TOVper        1 0.000000070955  44
## - wab           1 0.000000074004  44
## - adj_d         1 0.000000112938  44
## <none>            0.000000014328  46
## + Blkedper      1 0.000000013469  48
## + adj_t         1 0.000000013734  48
## + EffHgt        1 0.000000013899  48
## + AvgHgt        1 0.000000013899  48
## + ov_fut_sos    1 0.000000014042  48
## + ov_cur_sos    1 0.000000014042  48
## + threePRate    1 0.000000014108  48
## + eFGD.         1 0.000000014124  48
## + ov_elite_sos  1 0.000000014157  48
## + threePperD    1 0.000000014202  48
## + Exp           1 0.000000014217  48
## + Op.Ftper      1 0.000000014226  48
## + Astper        1 0.000000014239  48
## + OpORebper     1 0.000000014259  48
## + FTRate        1 0.000000014278  48
## + eFG           1 0.000000014308  48
## + TOVperD       1 0.000000014318  48
## + threePRateD   1 0.000000014321  48
## + nc_elite_sos  1 0.000000014328  48
## + twoPperD      1 0.000000014354  48
## + FTRateD       1 0.000000014362  48
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=44
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + wab + nc_fut_sos + TOVper + Orebper + RawT + twoPper + 
##     threePper + Blkper + OpAstper + Adj.T + Talent + Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - OpAstper      1 0.000000016465  42
## - adj_d_rk      1 0.000000017751  42
## - adj_o_rk      1 0.000000018235  42
## - Talent        1 0.000000019508  42
## - adj_o         1 0.000000020473  42
## - nc_fut_sos    1 0.000000021712  42
## - Blkper        1 0.000000025678  42
## - Adj.T         1 0.000000027176  42
## - threePper     1 0.000000027437  42
## - RawT          1 0.000000027959  42
## - barthag_rk    1 0.000000028918  42
## - barthag       1 0.000000030047  42
## - twoPper       1 0.000000032719  42
## - Ftper         1 0.000000038164  42
## - EliteSOS      1 0.000000046984  42
## - PPPOff        1 0.000000052515  42
## - PPPDef        1 0.000000063659  42
## - Orebper       1 0.000000065672  42
## - TOVper        1 0.000000070018  42
## - wab           1 0.000000073831  42
## - adj_d         1 0.000000111056  42
## <none>            0.000000015132  44
## + adj_t_rk      1 0.000000014328  46
## + AvgHgt        1 0.000000014393  46
## + threePperD    1 0.000000014557  46
## + EffHgt        1 0.000000014689  46
## + ov_fut_sos    1 0.000000014693  46
## + ov_cur_sos    1 0.000000014693  46
## + threePRate    1 0.000000014983  46
## + twoPperD      1 0.000000014997  46
## + Blkedper      1 0.000000015006  46
## + threePRateD   1 0.000000015016  46
## + FTRate        1 0.000000015041  46
## + Astper        1 0.000000015047  46
## + Exp           1 0.000000015069  46
## + eFG           1 0.000000015079  46
## + eFGD.         1 0.000000015094  46
## + OpORebper     1 0.000000015114  46
## + nc_elite_sos  1 0.000000015126  46
## + ov_elite_sos  1 0.000000015134  46
## + TOVperD       1 0.000000015136  46
## + Op.Ftper      1 0.000000015141  46
## + adj_t         1 0.000000015146  46
## + FTRateD       1 0.000000015216  46
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=42
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + wab + nc_fut_sos + TOVper + Orebper + RawT + twoPper + 
##     threePper + Blkper + Adj.T + Talent + Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - adj_d_rk      1 0.000000019292  40
## - adj_o         1 0.000000020406  40
## - Talent        1 0.000000020518  40
## - adj_o_rk      1 0.000000023259  40
## - nc_fut_sos    1 0.000000024044  40
## - Blkper        1 0.000000026455  40
## - Adj.T         1 0.000000027512  40
## - threePper     1 0.000000027536  40
## - RawT          1 0.000000028057  40
## - barthag_rk    1 0.000000029126  40
## - barthag       1 0.000000029989  40
## - twoPper       1 0.000000032752  40
## - Ftper         1 0.000000040137  40
## - PPPOff        1 0.000000052542  40
## - EliteSOS      1 0.000000058889  40
## - PPPDef        1 0.000000062309  40
## - Orebper       1 0.000000065264  40
## - TOVper        1 0.000000077032  40
## - wab           1 0.000000113289  40
## - adj_d         1 0.000000114920  40
## <none>            0.000000016465  42
## + ov_fut_sos    1 0.000000015094  44
## + ov_cur_sos    1 0.000000015094  44
## + OpAstper      1 0.000000015132  44
## + Astper        1 0.000000015199  44
## + adj_t         1 0.000000015694  44
## + adj_t_rk      1 0.000000016038  44
## + eFGD.         1 0.000000016102  44
## + threePperD    1 0.000000016112  44
## + FTRate        1 0.000000016203  44
## + AvgHgt        1 0.000000016215  44
## + eFG           1 0.000000016310  44
## + EffHgt        1 0.000000016339  44
## + Exp           1 0.000000016344  44
## + OpORebper     1 0.000000016368  44
## + nc_elite_sos  1 0.000000016379  44
## + TOVperD       1 0.000000016395  44
## + Op.Ftper      1 0.000000016429  44
## + ov_elite_sos  1 0.000000016439  44
## + FTRateD       1 0.000000016450  44
## + threePRateD   1 0.000000016461  44
## + threePRate    1 0.000000016492  44
## + twoPperD      1 0.000000016517  44
## + Blkedper      1 0.000000016523  44
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=40
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     wab + nc_fut_sos + TOVper + Orebper + RawT + twoPper + threePper + 
##     Blkper + Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - adj_o         1 0.000000021518  38
## - Talent        1 0.000000022984  38
## - adj_o_rk      1 0.000000025455  38
## - Blkper        1 0.000000033213  38
## - nc_fut_sos    1 0.000000033569  38
## - barthag_rk    1 0.000000037014  38
## - threePper     1 0.000000041040  38
## - barthag       1 0.000000041341  38
## - twoPper       1 0.000000044485  38
## - Adj.T         1 0.000000056315  38
## - RawT          1 0.000000057517  38
## - EliteSOS      1 0.000000060763  38
## - Ftper         1 0.000000063955  38
## - PPPOff        1 0.000000066618  38
## - PPPDef        1 0.000000091867  38
## - adj_d         1 0.000000119153  38
## - Orebper       1 0.000000154658  38
## - wab           1 0.000000154777  38
## - TOVper        1 0.000000193368  38
## <none>            0.000000019292  40
## + adj_d_rk      1 0.000000016465  42
## + Astper        1 0.000000017488  42
## + OpAstper      1 0.000000017751  42
## + Blkedper      1 0.000000017803  42
## + threePRateD   1 0.000000018058  42
## + eFGD.         1 0.000000018422  42
## + threePperD    1 0.000000018545  42
## + OpORebper     1 0.000000018590  42
## + EffHgt        1 0.000000018627  42
## + ov_fut_sos    1 0.000000018722  42
## + ov_cur_sos    1 0.000000018722  42
## + FTRateD       1 0.000000018748  42
## + adj_t         1 0.000000018963  42
## + eFG           1 0.000000018995  42
## + ov_elite_sos  1 0.000000018997  42
## + FTRate        1 0.000000019079  42
## + TOVperD       1 0.000000019110  42
## + adj_t_rk      1 0.000000019115  42
## + twoPperD      1 0.000000019169  42
## + Op.Ftper      1 0.000000019197  42
## + nc_elite_sos  1 0.000000019242  42
## + threePRate    1 0.000000019272  42
## + AvgHgt        1 0.000000019327  42
## + Exp           1 0.000000019338  42
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=38
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_d + wab + 
##     nc_fut_sos + TOVper + Orebper + RawT + twoPper + threePper + 
##     Blkper + Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - Talent        1 0.000000025069  36
## - adj_o_rk      1 0.000000027113  36
## - Blkper        1 0.000000032912  36
## - barthag_rk    1 0.000000036161  36
## - barthag       1 0.000000041204  36
## - threePper     1 0.000000049295  36
## - nc_fut_sos    1 0.000000050302  36
## - twoPper       1 0.000000052567  36
## - PPPOff        1 0.000000064624  36
## - EliteSOS      1 0.000000071387  36
## - RawT          1 0.000000078002  36
## - Adj.T         1 0.000000078571  36
## - PPPDef        1 0.000000115041  36
## - Ftper         1 0.000000123759  36
## - adj_d         1 0.000000131432  36
## - Orebper       1 0.000000148756  36
## - TOVper        1 0.000000159668  36
## - wab           1 0.000000213897  36
## <none>            0.000000021518  38
## + adj_o         1 0.000000019292  40
## + eFGD.         1 0.000000020010  40
## + adj_d_rk      1 0.000000020406  40
## + Astper        1 0.000000020500  40
## + ov_fut_sos    1 0.000000020735  40
## + ov_cur_sos    1 0.000000020735  40
## + threePperD    1 0.000000020966  40
## + EffHgt        1 0.000000020968  40
## + OpAstper      1 0.000000021064  40
## + FTRate        1 0.000000021228  40
## + threePRateD   1 0.000000021313  40
## + OpORebper     1 0.000000021411  40
## + twoPperD      1 0.000000021495  40
## + TOVperD       1 0.000000021509  40
## + ov_elite_sos  1 0.000000021524  40
## + AvgHgt        1 0.000000021526  40
## + eFG           1 0.000000021529  40
## + Blkedper      1 0.000000021554  40
## + adj_t_rk      1 0.000000021581  40
## + adj_t         1 0.000000021602  40
## + Op.Ftper      1 0.000000021612  40
## + threePRate    1 0.000000021633  40
## + FTRateD       1 0.000000021639  40
## + Exp           1 0.000000021653  40
## + nc_elite_sos  1 0.000000021696  40
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=36
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_d + wab + 
##     nc_fut_sos + TOVper + Orebper + RawT + twoPper + threePper + 
##     Blkper + Adj.T + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - adj_o_rk      1 0.000000029326  34
## - Blkper        1 0.000000035456  34
## - barthag_rk    1 0.000000045777  34
## - barthag       1 0.000000049380  34
## - nc_fut_sos    1 0.000000051012  34
## - threePper     1 0.000000058133  34
## - twoPper       1 0.000000064690  34
## - EliteSOS      1 0.000000076995  34
## - PPPOff        1 0.000000078042  34
## - RawT          1 0.000000085064  34
## - Adj.T         1 0.000000095094  34
## - PPPDef        1 0.000000116606  34
## - Ftper         1 0.000000144698  34
## - Orebper       1 0.000000156180  34
## - adj_d         1 0.000000159824  34
## - TOVper        1 0.000000162600  34
## - wab           1 0.000000217196  34
## <none>            0.000000025069  36
## + Talent        1 0.000000021518  38
## + Exp           1 0.000000022077  38
## + adj_o         1 0.000000022984  38
## + Astper        1 0.000000023731  38
## + adj_d_rk      1 0.000000023915  38
## + FTRate        1 0.000000024073  38
## + Op.Ftper      1 0.000000024163  38
## + adj_t_rk      1 0.000000024172  38
## + OpORebper     1 0.000000024325  38
## + eFGD.         1 0.000000024423  38
## + FTRateD       1 0.000000024590  38
## + nc_elite_sos  1 0.000000024594  38
## + Blkedper      1 0.000000024621  38
## + twoPperD      1 0.000000024627  38
## + ov_elite_sos  1 0.000000024706  38
## + AvgHgt        1 0.000000024744  38
## + threePRate    1 0.000000024790  38
## + eFG           1 0.000000024849  38
## + TOVperD       1 0.000000024923  38
## + adj_t         1 0.000000024993  38
## + EffHgt        1 0.000000025006  38
## + OpAstper      1 0.000000025078  38
## + ov_fut_sos    1 0.000000025137  38
## + ov_cur_sos    1 0.000000025137  38
## + threePperD    1 0.000000025138  38
## + threePRateD   1 0.000000025159  38
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=34
## conf_winner ~ barthag + barthag_rk + adj_d + wab + nc_fut_sos + 
##     TOVper + Orebper + RawT + twoPper + threePper + Blkper + 
##     Adj.T + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Blkper        1    0.000 32.000
## - barthag_rk    1    0.000 32.000
## - barthag       1    0.000 32.000
## - nc_fut_sos    1    0.000 32.000
## - PPPDef        1    0.000 32.000
## - adj_d         1    0.000 32.000
## - twoPper       1    0.000 32.000
## - threePper     1    0.000 32.000
## - RawT          1    0.000 32.000
## - Adj.T         1    0.000 32.000
## - EliteSOS      1    0.000 32.000
## - wab           1    0.000 32.000
## - PPPOff        1    0.000 32.000
## - TOVper        1    0.000 32.000
## - Orebper       1    0.000 32.000
## <none>               0.000 34.000
## + Astper        1    0.000 36.000
## + Exp           1    0.000 36.000
## + adj_o_rk      1    0.000 36.000
## + Op.Ftper      1    0.000 36.000
## + ov_fut_sos    1    0.000 36.000
## + ov_cur_sos    1    0.000 36.000
## + nc_elite_sos  1    0.000 36.000
## + FTRate        1    0.000 36.000
## + adj_o         1    0.000 36.000
## + EffHgt        1    0.000 36.000
## + eFG           1    0.000 36.000
## + Talent        1    0.000 36.000
## + adj_d_rk      1    0.000 36.000
## + Blkedper      1    0.000 36.000
## + adj_t_rk      1    0.000 36.000
## + AvgHgt        1    0.000 36.000
## + adj_t         1    0.000 36.000
## + OpORebper     1    0.000 36.000
## + threePRateD   1    0.000 36.000
## + threePperD    1    0.000 36.000
## + ov_elite_sos  1    0.000 36.000
## + FTRateD       1    0.000 36.000
## + threePRate    1    0.000 36.000
## + eFGD.         1    0.000 36.000
## + twoPperD      1    0.000 36.000
## + OpAstper      1    0.000 36.000
## + TOVperD       1    0.000 36.000
## - Ftper         1   18.849 50.849
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=32
## conf_winner ~ barthag + barthag_rk + adj_d + wab + nc_fut_sos + 
##     TOVper + Orebper + RawT + twoPper + threePper + Adj.T + Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - barthag_rk    1    0.000 30.000
## - barthag       1    0.000 30.000
## - nc_fut_sos    1    0.000 30.000
## - PPPDef        1    0.000 30.000
## - RawT          1    0.000 30.000
## - EliteSOS      1    0.000 30.000
## - adj_d         1    0.000 30.000
## - Adj.T         1    0.000 30.000
## - wab           1    0.000 30.000
## - threePper     1    0.000 30.000
## - twoPper       1    0.000 30.000
## <none>               0.000 32.000
## + Blkper        1    0.000 34.000
## + Exp           1    0.000 34.000
## + ov_fut_sos    1    0.000 34.000
## + ov_cur_sos    1    0.000 34.000
## + Astper        1    0.000 34.000
## + adj_t_rk      1    0.000 34.000
## + threePRateD   1    0.000 34.000
## + adj_t         1    0.000 34.000
## + ov_elite_sos  1    0.000 34.000
## + adj_d_rk      1    0.000 34.000
## + nc_elite_sos  1    0.000 34.000
## + Talent        1    0.000 34.000
## + eFG           1    0.000 34.000
## + FTRateD       1    0.000 34.000
## + threePperD    1    0.000 34.000
## + TOVperD       1    0.000 34.000
## + OpAstper      1    0.000 34.000
## + AvgHgt        1    0.000 34.000
## + twoPperD      1    0.000 34.000
## + eFGD.         1    0.000 34.000
## + EffHgt        1    0.000 34.000
## + FTRate        1    0.000 34.000
## + OpORebper     1    0.000 34.000
## + threePRate    1    0.000 34.000
## + adj_o_rk      1    0.000 34.000
## + Op.Ftper      1    0.000 34.000
## + adj_o         1    0.000 34.000
## + Blkedper      1    0.000 34.000
## - PPPOff        1   17.910 47.910
## - Ftper         1   20.438 50.438
## - TOVper        1   23.876 53.876
## - Orebper       1   24.712 54.712
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=30
## conf_winner ~ barthag + adj_d + wab + nc_fut_sos + TOVper + Orebper + 
##     RawT + twoPper + threePper + Adj.T + Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - barthag       1    0.000 28.000
## - nc_fut_sos    1    0.000 28.000
## - RawT          1    0.000 28.000
## - Adj.T         1    0.000 28.000
## - adj_d         1    0.000 28.000
## <none>               0.000 30.000
## + barthag_rk    1    0.000 32.000
## + Blkper        1    0.000 32.000
## + Astper        1    0.000 32.000
## + FTRate        1    0.000 32.000
## + FTRateD       1    0.000 32.000
## + EffHgt        1    0.000 32.000
## + Blkedper      1    0.000 32.000
## + OpORebper     1    0.000 32.000
## + ov_fut_sos    1    0.000 32.000
## + ov_cur_sos    1    0.000 32.000
## + adj_t         1    0.000 32.000
## + Exp           1    0.000 32.000
## + eFG           1    0.000 32.000
## + AvgHgt        1    0.000 32.000
## + adj_d_rk      1    0.000 32.000
## + OpAstper      1    0.000 32.000
## + TOVperD       1    0.000 32.000
## + adj_o         1    0.000 32.000
## + adj_o_rk      1    0.000 32.000
## + threePRateD   1    0.000 32.000
## + eFGD.         1    0.000 32.000
## + threePperD    1    0.000 32.000
## + twoPperD      1    0.000 32.000
## + ov_elite_sos  1    0.000 32.000
## + threePRate    1    0.000 32.000
## + Talent        1    0.000 32.000
## + nc_elite_sos  1    0.000 32.000
## + Op.Ftper      1    0.000 32.000
## + adj_t_rk      1    0.000 32.000
## - PPPDef        1   13.463 41.463
## - wab           1   19.548 47.548
## - threePper     1   25.276 53.276
## - twoPper       1   26.216 54.216
## - Ftper         1   26.977 54.977
## - EliteSOS      1   28.773 56.773
## - TOVper        1   30.088 58.088
## - PPPOff        1   31.169 59.169
## - Orebper       1   32.374 60.374
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=28
## conf_winner ~ adj_d + wab + nc_fut_sos + TOVper + Orebper + RawT + 
##     twoPper + threePper + Adj.T + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - nc_fut_sos    1    0.000 26.000
## - RawT          1    0.000 26.000
## - Adj.T         1    0.000 26.000
## <none>               0.000 28.000
## + Blkper        1    0.000 30.000
## + EffHgt        1    0.000 30.000
## + barthag       1    0.000 30.000
## + FTRate        1    0.000 30.000
## + Astper        1    0.000 30.000
## + Blkedper      1    0.000 30.000
## + AvgHgt        1    0.000 30.000
## + TOVperD       1    0.000 30.000
## + OpORebper     1    0.000 30.000
## + eFG           1    0.000 30.000
## + adj_o         1    0.000 30.000
## + adj_d_rk      1    0.000 30.000
## + FTRateD       1    0.000 30.000
## + adj_t         1    0.000 30.000
## + barthag_rk    1    0.000 30.000
## + ov_fut_sos    1    0.000 30.000
## + ov_cur_sos    1    0.000 30.000
## + adj_o_rk      1    0.000 30.000
## + threePperD    1    0.000 30.000
## + Exp           1    0.000 30.000
## + OpAstper      1    0.000 30.000
## + nc_elite_sos  1    0.000 30.000
## + eFGD.         1    0.000 30.000
## + threePRateD   1    0.000 30.000
## + ov_elite_sos  1    0.000 30.000
## + twoPperD      1    0.000 30.000
## + threePRate    1    0.000 30.000
## + Op.Ftper      1    0.000 30.000
## + Talent        1    0.000 30.000
## + adj_t_rk      1    0.000 30.000
## - adj_d         1   12.300 38.300
## - PPPDef        1   14.162 40.162
## - threePper     1   25.998 51.998
## - Ftper         1   27.116 53.116
## - twoPper       1   27.219 53.219
## - wab           1   28.497 54.497
## - EliteSOS      1   29.424 55.424
## - TOVper        1   30.711 56.711
## - PPPOff        1   31.409 57.409
## - Orebper       1   33.210 59.210
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=26
## conf_winner ~ adj_d + wab + TOVper + Orebper + RawT + twoPper + 
##     threePper + Adj.T + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - RawT          1    0.000 24.000
## <none>               0.000 26.000
## + AvgHgt        1    0.000 28.000
## + Blkper        1    0.000 28.000
## + EffHgt        1    0.000 28.000
## + nc_fut_sos    1    0.000 28.000
## + nc_cur_sos    1    0.000 28.000
## + FTRate        1    0.000 28.000
## + FTRateD       1    0.000 28.000
## + adj_d_rk      1    0.000 28.000
## + Exp           1    0.000 28.000
## + Blkedper      1    0.000 28.000
## + Astper        1    0.000 28.000
## + nc_elite_sos  1    0.000 28.000
## + threePperD    1    0.000 28.000
## + ov_elite_sos  1    0.000 28.000
## + TOVperD       1    0.000 28.000
## + Talent        1    0.000 28.000
## + barthag_rk    1    0.000 28.000
## + ov_fut_sos    1    0.000 28.000
## + ov_cur_sos    1    0.000 28.000
## + adj_t         1    0.000 28.000
## + adj_t_rk      1    0.000 28.000
## + threePRate    1    0.000 28.000
## + OpORebper     1    0.000 28.000
## + threePRateD   1    0.000 28.000
## + adj_o_rk      1    0.000 28.000
## + OpAstper      1    0.000 28.000
## + twoPperD      1    0.000 28.000
## + Op.Ftper      1    0.000 28.000
## + adj_o         1    0.000 28.000
## + barthag       1    0.000 28.000
## + eFGD.         1    0.000 28.000
## + eFG           1    0.000 28.000
## - adj_d         1   12.358 36.358
## - Adj.T         1   14.086 38.086
## - PPPDef        1   15.340 39.340
## - threePper     1   26.506 50.506
## - twoPper       1   30.039 54.039
## - EliteSOS      1   30.136 54.136
## - Ftper         1   30.616 54.616
## - PPPOff        1   32.628 56.628
## - wab           1   32.773 56.773
## - TOVper        1   33.319 57.319
## - Orebper       1   34.977 58.977
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=24
## conf_winner ~ adj_d + wab + TOVper + Orebper + twoPper + threePper + 
##     Adj.T + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## <none>                0.00  24.00
## + FTRateD       1     0.00  26.00
## + RawT          1     0.00  26.00
## + adj_d_rk      1     0.00  26.00
## + nc_fut_sos    1     0.00  26.00
## + nc_cur_sos    1     0.00  26.00
## + nc_elite_sos  1     0.00  26.00
## + Blkper        1     0.00  26.00
## + adj_t_rk      1     0.00  26.00
## + FTRate        1     0.00  26.00
## + barthag_rk    1     0.00  26.00
## + eFGD.         1     0.00  26.00
## + AvgHgt        1     0.00  26.00
## + adj_o         1     0.00  26.00
## + threePRateD   1     0.00  26.00
## + barthag       1     0.00  26.00
## + Blkedper      1     0.00  26.00
## + twoPperD      1     0.00  26.00
## + eFG           1     0.00  26.00
## + threePperD    1     0.00  26.00
## + Exp           1     0.00  26.00
## + EffHgt        1     0.00  26.00
## + OpAstper      1     0.00  26.00
## + adj_t         1     0.00  26.00
## + threePRate    1     0.00  26.00
## + Op.Ftper      1     0.00  26.00
## + TOVperD       1     0.00  26.00
## - Adj.T         1    16.08  38.08
## - adj_d         1    20.22  42.22
## - PPPDef        1    22.05  44.05
## - threePper     1    26.81  48.81
## - twoPper       1    30.05  52.05
## - Ftper         1    30.65  52.65
## - PPPOff        1    32.63  54.63
## - EliteSOS      1    33.07  55.07
## - TOVper        1    33.35  55.35
## - Orebper       1    34.98  56.98
## - wab           1    36.26  58.26
## + Astper        1   288.35 314.35
## + ov_elite_sos  1   360.44 386.44
## + ov_fut_sos    1   360.44 386.44
## + ov_cur_sos    1   360.44 386.44
## + OpORebper     1   360.44 386.44
## + Talent        1   504.61 530.61
## + adj_o_rk      1   720.87 746.87
summary(ACC.lm.stepwise)
## 
## Call:
## glm(formula = conf_winner ~ adj_d + wab + TOVper + Orebper + 
##     twoPper + threePper + Adj.T + Ftper + PPPOff + PPPDef + EliteSOS, 
##     family = "binomial", data = ACC_train.df, na.action = na.exclude)
## 
## Coefficients:
##               Estimate Std. Error z value Pr(>|z|)
## (Intercept)   44203.92  877216.06   0.050    0.960
## adj_d          -619.19   12460.17  -0.050    0.960
## wab             898.54   17811.15   0.050    0.960
## TOVper        -2219.95   44002.58  -0.050    0.960
## Orebper        1206.89   23939.35   0.050    0.960
## twoPper        1088.58   21560.22   0.050    0.960
## threePper       837.21   16547.00   0.051    0.960
## Adj.T           -50.03    1086.84  -0.046    0.963
## Ftper           380.57    7549.26   0.050    0.960
## PPPOff      -148380.21 2935717.61  -0.051    0.960
## PPPDef        78395.50 1569482.50   0.050    0.960
## EliteSOS       -548.24   10917.88  -0.050    0.960
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 87.7572393490  on 176  degrees of freedom
## Residual deviance:  0.0000096845  on 165  degrees of freedom
## AIC: 24
## 
## Number of Fisher Scoring iterations: 25
#accuracy
ACC.lm.step.pred <- predict(ACC.lm.stepwise, ACC_valid.df, na.action = na.pass)
accuracy(ACC.lm.step.pred, ACC_valid.df$conf_winner)
##                ME     RMSE      MAE MPE MAPE
## Test set 4016.523 5370.155 4672.536 NaN  Inf

Big East Conference

In this section, our group is splitting the “BE.df” dataframe that we created by filtering for only teams in the Big East conference into a training set (80%) and validation set (20%)

BE.df <- team.df2024 %>%
  filter(conf == "BE")

RNGkind(sample.kind="Rounding")
## Warning in RNGkind(sample.kind = "Rounding"): non-uniform 'Rounding' sampler
## used
set.seed(123)

BEtrain.index <- sample(c(1:dim(BE.df)[1]), dim(BE.df)[1]*0.8)  
BE_train.df <-BE.df[BEtrain.index, ]
BE_valid.df <- BE.df[-BEtrain.index, ]
head(BE_train.df)
##          team year conf conf_winner  barthag barthag_rk   adj_o adj_o_rk
## 1: Georgetown 2013   BE           0 0.938128         12 107.644       64
## 2: St. John's 2018   BE           0 0.776442         67 106.007      134
## 3:  Marquette 2015   BE           0 0.723728         83 103.974      142
## 4:  Villanova 2013   BE           0 0.850688         44 105.335       97
## 5:  Villanova 2023   BE           0 0.804729         61 112.274       43
## 6:     Butler 2022   BE           0 0.631815        117 102.275      174
##      adj_d adj_d_rk   adj_t adj_t_rk        wab nc_elite_sos nc_fut_sos
## 1: 84.9796        3 62.4828      301  6.5614717           16     0.4503
## 2: 95.1294       24 70.5204      109 -2.9718371           17     0.5282
## 3: 95.6221       62 64.2502      202 -4.7078783           23     0.5229
## 4: 90.5445       23 67.7379       94  0.3185955           18     0.5526
## 5: 99.2660       82 63.6931      335 -2.1719199           22     0.6102
## 6: 97.5837       87 63.8094      335 -5.3004130           24     0.4561
##    nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos  eFG eFGD. FTRate FTRateD
## 1:     0.4503           32     0.6877     0.6877 51.1  43.0   36.8    35.3
## 2:     0.5282           33     0.7211     0.7211 49.2  50.3   30.4    34.4
## 3:     0.5229           35     0.7155     0.7155 49.8  49.2   35.8    30.3
## 4:     0.5526           34     0.7228     0.7228 47.3  47.3   50.6    40.9
## 5:     0.6102           32     0.7128     0.7128 51.5  50.7   30.0    27.7
## 6:     0.4561           31     0.6770     0.6770 47.1  49.9   30.2    30.2
##    TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1:   20.1    22.4    30.4      31.0 62.5    50.2     41.4      35.3       30.7
## 2:   16.4    22.2    23.6      32.0 71.0    48.8     46.0      33.3       37.4
## 3:   19.3    21.0    29.0      36.4 64.6    48.8     46.4      34.4       36.0
## 4:   22.9    22.0    33.1      29.5 67.1    46.0     42.4      33.2       37.3
## 5:   15.5    17.3    22.6      25.2 65.0    52.8     50.7      33.4       33.8
## 6:   18.2    17.1    27.1      27.4 64.9    48.9     51.9      29.7       31.1
##    Blkper Blkedper Astper OpAstper threePRate threePRateD  Adj.T AvgHgt EffHgt
## 1:   11.3      9.6   64.3     56.7       32.9        34.0 61.131 78.009 80.348
## 2:   15.5      6.1   48.8     58.9       35.4        42.8 69.307 77.790 80.734
## 3:    9.8     11.3   64.6     62.7       35.4        36.4 63.630 76.562 79.639
## 4:   10.0      9.9   56.6     63.1       35.3        35.9 66.403 78.351 81.292
## 5:    5.3     10.7   46.7     60.1       47.8        41.7 63.693 77.532 79.864
## 6:    6.2     13.9   47.3     49.5       41.8        38.1 63.808 76.943 79.580
##      Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.213 83.628  67.9     66.7  1.020  0.890   31.309
## 2: 1.652 59.574  74.3     73.9  1.011  1.016   33.969
## 3: 1.785 70.387  64.5     71.4  0.999  1.029   33.708
## 4: 1.331 73.986  72.1     67.6  0.988  0.956   32.577
## 5: 1.866 64.173  82.0     77.6  1.067  1.038   31.908
## 6: 1.922 40.937  68.9     72.0  0.960  1.032   32.689
head(BE_valid.df)
##           team year conf conf_winner  barthag barthag_rk   adj_o adj_o_rk
## 1:      Butler 2015   BE           0 0.911519         19 108.501       66
## 2:      Butler 2016   BE           0 0.889850         26 118.243       14
## 3:  Cincinnati 2013   BE           0 0.873019         35 104.461      113
## 4: Connecticut 2012   BE           0 0.845694         36 109.819       45
## 5:   Creighton 2019   BE           0 0.816293         48 111.817       46
## 6:      DePaul 2011   BE           0 0.406342        206 102.135      166
##       adj_d adj_d_rk   adj_t adj_t_rk         wab nc_elite_sos nc_fut_sos
## 1:  88.5835        7 63.8933      234   3.4982540           22     0.5415
## 2:  98.6001       76 69.1633      160   2.0508209           19     0.4678
## 3:  88.3376        9 65.4876      195   1.7081611           15     0.4570
## 4:  94.7174       50 64.1010      268   0.5220439           16     0.5475
## 5:  98.2166       65 68.5409      122  -2.1843570           23     0.5835
## 6: 105.5580      244 69.4489       46 -11.7682915            9     0.4197
##    nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos  eFG eFGD. FTRate FTRateD
## 1:     0.5415           34     0.7156     0.7156 48.4  46.7   40.8    33.4
## 2:     0.4678           32     0.6665     0.6665 52.6  49.7   39.3    35.8
## 3:     0.4570           31     0.6833     0.6833 46.2  43.3   35.5    32.7
## 4:     0.5475           30     0.7092     0.7092 50.0  44.6   34.6    25.3
## 5:     0.5835           26     0.6809     0.6809 56.2  52.8   29.0    27.9
## 6:     0.4197           31     0.6837     0.6837 47.1  54.1   33.3    39.4
##    TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1:   17.0    19.5    34.7      25.3 64.3    46.3     47.1      35.6       30.7
## 2:   14.5    18.6    32.2      27.5 69.8    49.9     49.1      39.3       33.8
## 3:   19.4    20.3    38.7      29.8 65.0    45.5     42.3      31.6       30.4
## 4:   19.0    16.9    36.3      34.8 64.1    50.1     40.9      33.2       34.4
## 5:   18.6    19.1    24.7      26.8 70.2    55.7     52.9      37.9       35.0
## 6:   19.4    22.1    29.9      39.1 68.9    47.1     54.6      31.4       35.0
##    Blkper Blkedper Astper OpAstper threePRate threePRateD  Adj.T AvgHgt EffHgt
## 1:    8.8     11.3   47.5     50.1       28.7        34.2 63.272 76.992 79.349
## 2:    8.9     10.6   51.0     50.6       30.5        36.3 68.282 77.299 79.091
## 3:   16.1      8.8   52.5     53.8       37.1        30.4 64.151 77.150 80.796
## 4:   17.6      6.7   53.3     52.0       29.3        35.1 63.039 77.595 81.187
## 5:    7.3     10.8   56.7     51.1       46.7        39.1 68.335 76.837 79.064
## 6:    7.7     10.1   58.2     57.0       28.8        23.1 68.024 76.753 79.752
##      Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.934 52.490  68.6     68.2  1.059  0.935   32.419
## 2: 2.128 61.077  73.1     71.0  1.141  1.014   31.089
## 3: 2.206 45.606  64.7     66.5  1.014  0.899   30.224
## 4: 0.802 66.842  66.2     73.5  1.060  0.995   28.931
## 5: 1.329 55.147  68.1     68.2  1.082  1.034   26.347
## 6: 1.412 50.386  68.3     71.6  0.973  1.100   30.049

Logistic Regression

options(scipen = 999)
BE.lm <- glm(conf_winner ~  barthag + barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS, data = BE_train.df, family = "binomial", na.action = na.exclude)
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
BE.lm
## 
## Call:  glm(formula = conf_winner ~ barthag + barthag_rk + adj_o_rk + 
##     adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + 
##     nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS, family = "binomial", data = BE_train.df, 
##     na.action = na.exclude)
## 
## Coefficients:
##  (Intercept)       barthag    barthag_rk      adj_o_rk         adj_o  
##    3499.8418    -1534.0819       -2.9673       -0.0819        2.2908  
##        adj_d      adj_d_rk         adj_t      adj_t_rk           wab  
##     -12.1111        0.3434       -3.3555       -0.2364        9.4982  
## nc_elite_sos    nc_fut_sos    nc_cur_sos  ov_elite_sos    ov_fut_sos  
##      -1.6517      200.2404            NA      -17.5040       38.0948  
##   ov_cur_sos           eFG         eFGD.        FTRate       FTRateD  
##           NA      -61.4819       18.1492       -0.2194       -3.5035  
##       TOVper       TOVperD       Orebper     OpORebper          RawT  
##      35.7622       16.0169      -15.2920      -10.0284       -9.8523  
##      twoPper      twoPperD     threePper    threePperD        Blkper  
##      21.5605      -22.5570       19.5796      -17.1509        3.4041  
##     Blkedper        Astper      OpAstper    threePRate   threePRateD  
##       0.2176        0.6345       -3.6419        0.3503        2.3886  
##        Adj.T        AvgHgt        EffHgt           Exp        Talent  
##       4.8606      -12.5994       -9.1725       20.5861        0.3015  
##        Ftper      Op.Ftper        PPPOff        PPPDef      EliteSOS  
##      -4.6482       -5.5100     1991.5424     1726.5660       14.1183  
## 
## Degrees of Freedom: 157 Total (i.e. Null);  115 Residual
## Null Deviance:       79.84 
## Residual Deviance: 0.000000005809    AIC: 86

In the code above, we created a logistic regression that is predicting the binary outcome variable ‘conf_winner’ using all of the predictor independent variables listed in the formula above. Each coefficient represents the change in the log-odds of the response variable for a one-unit change in the corresponding variable if all the other variables are constant. Negative coefficients represent a negative relationship with the log-odds of being a conference winner. Positive coefficients represent a positive relationship with the log-odds of being a conference winner. There are 157 degrees of freedom for the null model and 115 degrees of freedom for the residual model. The null deviance is 79.84 which represents the deviance of the null model. The residual deviance is very small 5.8e-9 which represents the deviance of the model with no predictors. The smaller the null deviance and residual deviance indicate a better fitted model. The AIC is 86 which is very low and indicates a better fitted model if the score is low.

Confusion Matrix

# Make predictions on the validation dataset
BE_predictions <- predict(BE.lm, newdata = BE_valid.df, type = "response")
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type == :
## prediction from rank-deficient fit; attr(*, "non-estim") has doubtful cases
# Convert predicted probabilities to class labels (0 or 1) based on a threshold (e.g., 0.5)
BE_predicted_classes <- ifelse(BE_predictions > 0.5, 1, 0)

# Create a confusion matrix
BE_conf_matrix <- confusionMatrix(as.factor(BE_valid.df$conf_winner), as.factor(BE_predicted_classes), positive = '1')

# Print the confusion matrix
print(BE_conf_matrix)
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction  0  1
##          0 31  4
##          1  3  2
##                                           
##                Accuracy : 0.825           
##                  95% CI : (0.6722, 0.9266)
##     No Information Rate : 0.85            
##     P-Value [Acc > NIR] : 0.7559          
##                                           
##                   Kappa : 0.2632          
##                                           
##  Mcnemar's Test P-Value : 1.0000          
##                                           
##             Sensitivity : 0.3333          
##             Specificity : 0.9118          
##          Pos Pred Value : 0.4000          
##          Neg Pred Value : 0.8857          
##              Prevalence : 0.1500          
##          Detection Rate : 0.0500          
##    Detection Prevalence : 0.1250          
##       Balanced Accuracy : 0.6225          
##                                           
##        'Positive' Class : 1               
## 
#calc specificity, etc. 

The model shows an overall accuracy of 82.50%, with sensitivity (True Positive Rate) at 33.33%. The Kappa value is 0.2632, indicating fair agreement beyond chance. The balanced accuracy is 62.25%, suggesting a moderate performance balance between sensitivity and specificity. The positive predictive value (precision) is 40.00%, indicating that 40% of the predicted positive cases are true positives. The model’s performance is relatively balanced, and further investigation or model improvement may be considered based on the specific requirements and constraints of the application.

Backward Selection

BE_lm.backward <- step(BE.lm, direction = 'backward')
## Start:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_fut_sos    1 0.0000000058057  84
## - FTRate        1 0.0000000058120  84
## - Blkedper      1 0.0000000058140  84
## - Astper        1 0.0000000058223  84
## - threePRate    1 0.0000000058294  84
## - Adj.T         1 0.0000000058417  84
## - adj_t         1 0.0000000058423  84
## - adj_o_rk      1 0.0000000058471  84
## - eFGD.         1 0.0000000058508  84
## - Blkper        1 0.0000000058588  84
## - nc_elite_sos  1 0.0000000058763  84
## - nc_fut_sos    1 0.0000000058951  84
## - AvgHgt        1 0.0000000059029  84
## - adj_o         1 0.0000000059058  84
## - PPPOff        1 0.0000000059237  84
## - threePperD    1 0.0000000059333  84
## - twoPperD      1 0.0000000059368  84
## - RawT          1 0.0000000059398  84
## - threePRateD   1 0.0000000059436  84
## - Orebper       1 0.0000000059852  84
## - EffHgt        1 0.0000000060437  84
## - Exp           1 0.0000000060645  84
## - Talent        1 0.0000000060648  84
## - OpORebper     1 0.0000000060835  84
## - adj_t_rk      1 0.0000000060991  84
## - Ftper         1 0.0000000061401  84
## - TOVperD       1 0.0000000061517  84
## - TOVper        1 0.0000000061613  84
## - Op.Ftper      1 0.0000000061845  84
## - EliteSOS      1 0.0000000062007  84
## - PPPDef        1 0.0000000062096  84
## - twoPper       1 0.0000000062098  84
## - threePper     1 0.0000000062166  84
## - adj_d_rk      1 0.0000000062242  84
## - barthag_rk    1 0.0000000063009  84
## - OpAstper      1 0.0000000063314  84
## - ov_elite_sos  1 0.0000000063719  84
## - FTRateD       1 0.0000000064751  84
## - adj_d         1 0.0000000066029  84
## - wab           1 0.0000000066083  84
## - barthag       1 0.0000000066197  84
## - eFG           1 0.0000000068151  84
## <none>            0.0000000058091  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - FTRate        1 0.0000000058111  82
## - Astper        1 0.0000000058132  82
## - Blkedper      1 0.0000000058182  82
## - threePRate    1 0.0000000058273  82
## - adj_t         1 0.0000000058311  82
## - Adj.T         1 0.0000000058340  82
## - adj_o_rk      1 0.0000000058380  82
## - eFGD.         1 0.0000000058531  82
## - Blkper        1 0.0000000058559  82
## - nc_elite_sos  1 0.0000000058961  82
## - adj_o         1 0.0000000059141  82
## - AvgHgt        1 0.0000000059212  82
## - threePperD    1 0.0000000059371  82
## - RawT          1 0.0000000059374  82
## - PPPOff        1 0.0000000059376  82
## - threePRateD   1 0.0000000059395  82
## - twoPperD      1 0.0000000059432  82
## - Orebper       1 0.0000000059973  82
## - Talent        1 0.0000000060613  82
## - Exp           1 0.0000000061172  82
## - adj_t_rk      1 0.0000000061254  82
## - OpORebper     1 0.0000000061652  82
## - Op.Ftper      1 0.0000000061685  82
## - EffHgt        1 0.0000000061748  82
## - PPPDef        1 0.0000000062004  82
## - nc_fut_sos    1 0.0000000062177  82
## - adj_d_rk      1 0.0000000062268  82
## - EliteSOS      1 0.0000000062310  82
## - TOVper        1 0.0000000062373  82
## - TOVperD       1 0.0000000062389  82
## - twoPper       1 0.0000000062434  82
## - threePper     1 0.0000000062533  82
## - Ftper         1 0.0000000063137  82
## - OpAstper      1 0.0000000063317  82
## - barthag_rk    1 0.0000000063886  82
## - ov_elite_sos  1 0.0000000064557  82
## - adj_d         1 0.0000000066166  82
## - wab           1 0.0000000066281  82
## - FTRateD       1 0.0000000066500  82
## - barthag       1 0.0000000067405  82
## - eFG           1 0.0000000067934  82
## <none>            0.0000000058057  84
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + eFG + eFGD. + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Astper        1 0.0000000058112  80
## - Blkedper      1 0.0000000058248  80
## - adj_t         1 0.0000000058267  80
## - Adj.T         1 0.0000000058442  80
## - eFGD.         1 0.0000000058480  80
## - adj_o_rk      1 0.0000000058649  80
## - threePRate    1 0.0000000058748  80
## - nc_elite_sos  1 0.0000000059018  80
## - adj_o         1 0.0000000059073  80
## - threePperD    1 0.0000000059377  80
## - threePRateD   1 0.0000000059403  80
## - Blkper        1 0.0000000059416  80
## - twoPperD      1 0.0000000059430  80
## - AvgHgt        1 0.0000000059504  80
## - RawT          1 0.0000000059655  80
## - Talent        1 0.0000000060704  80
## - adj_t_rk      1 0.0000000061515  80
## - EffHgt        1 0.0000000061951  80
## - adj_d_rk      1 0.0000000062323  80
## - PPPOff        1 0.0000000062366  80
## - Exp           1 0.0000000062391  80
## - twoPper       1 0.0000000062450  80
## - nc_fut_sos    1 0.0000000062544  80
## - threePper     1 0.0000000062886  80
## - TOVperD       1 0.0000000062973  80
## - EliteSOS      1 0.0000000062976  80
## - OpAstper      1 0.0000000063658  80
## - Op.Ftper      1 0.0000000064131  80
## - barthag_rk    1 0.0000000064152  80
## - OpORebper     1 0.0000000064266  80
## - PPPDef        1 0.0000000064509  80
## - ov_elite_sos  1 0.0000000064791  80
## - FTRateD       1 0.0000000066918  80
## - Ftper         1 0.0000000067135  80
## - barthag       1 0.0000000068100  80
## - adj_d         1 0.0000000069072  80
## - Orebper       1 0.0000000069152  80
## - wab           1 0.0000000069992  80
## - eFG           1 0.0000000072057  80
## - TOVper        1 0.0000000080727  80
## <none>            0.0000000058111  82
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + eFG + eFGD. + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_t         1 0.0000000058230  78
## - Blkedper      1 0.0000000058394  78
## - Adj.T         1 0.0000000058672  78
## - adj_o_rk      1 0.0000000058696  78
## - eFGD.         1 0.0000000058755  78
## - threePRate    1 0.0000000058893  78
## - nc_elite_sos  1 0.0000000059155  78
## - adj_o         1 0.0000000059415  78
## - threePRateD   1 0.0000000059565  78
## - RawT          1 0.0000000059641  78
## - Blkper        1 0.0000000059695  78
## - threePperD    1 0.0000000059818  78
## - twoPperD      1 0.0000000059858  78
## - AvgHgt        1 0.0000000060194  78
## - Talent        1 0.0000000061146  78
## - EffHgt        1 0.0000000061979  78
## - adj_t_rk      1 0.0000000062123  78
## - Exp           1 0.0000000062437  78
## - PPPOff        1 0.0000000062460  78
## - adj_d_rk      1 0.0000000062770  78
## - twoPper       1 0.0000000062772  78
## - EliteSOS      1 0.0000000062978  78
## - threePper     1 0.0000000063044  78
## - TOVperD       1 0.0000000063294  78
## - nc_fut_sos    1 0.0000000063538  78
## - OpORebper     1 0.0000000064294  78
## - Op.Ftper      1 0.0000000064303  78
## - barthag_rk    1 0.0000000064474  78
## - PPPDef        1 0.0000000064603  78
## - OpAstper      1 0.0000000064731  78
## - ov_elite_sos  1 0.0000000065203  78
## - FTRateD       1 0.0000000067005  78
## - Ftper         1 0.0000000068753  78
## - barthag       1 0.0000000068833  78
## - adj_d         1 0.0000000069223  78
## - Orebper       1 0.0000000069539  78
## - wab           1 0.0000000070253  78
## - eFG           1 0.0000000072407  78
## - TOVper        1 0.0000000080796  78
## <none>            0.0000000058112  80
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + OpAstper + threePRate + threePRateD + Adj.T + 
##     AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Blkedper      1 0.0000000058545  76
## - Adj.T         1 0.0000000058722  76
## - adj_o_rk      1 0.0000000059039  76
## - threePRate    1 0.0000000059051  76
## - eFGD.         1 0.0000000059129  76
## - adj_o         1 0.0000000059658  76
## - nc_elite_sos  1 0.0000000060042  76
## - threePRateD   1 0.0000000060174  76
## - Blkper        1 0.0000000061378  76
## - Talent        1 0.0000000061488  76
## - AvgHgt        1 0.0000000061795  76
## - EffHgt        1 0.0000000062210  76
## - threePperD    1 0.0000000062598  76
## - adj_t_rk      1 0.0000000062623  76
## - twoPperD      1 0.0000000062639  76
## - RawT          1 0.0000000062816  76
## - twoPper       1 0.0000000063170  76
## - TOVperD       1 0.0000000063390  76
## - nc_fut_sos    1 0.0000000063727  76
## - threePper     1 0.0000000064229  76
## - PPPDef        1 0.0000000064533  76
## - OpORebper     1 0.0000000064548  76
## - adj_d_rk      1 0.0000000064674  76
## - EliteSOS      1 0.0000000065140  76
## - barthag_rk    1 0.0000000065573  76
## - OpAstper      1 0.0000000065643  76
## - Op.Ftper      1 0.0000000065771  76
## - Exp           1 0.0000000067148  76
## - FTRateD       1 0.0000000067585  76
## - barthag       1 0.0000000069264  76
## - adj_d         1 0.0000000069310  76
## - ov_elite_sos  1 0.0000000069400  76
## - wab           1 0.0000000070664  76
## - PPPOff        1 0.0000000071949  76
## - Ftper         1 0.0000000073046  76
## - eFG           1 0.0000000074580  76
## - Orebper       1 0.0000000081374  76
## - TOVper        1 0.0000000093278  76
## <none>            0.0000000058230  78
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Adj.T         1 0.0000000059050  74
## - adj_o_rk      1 0.0000000059403  74
## - eFGD.         1 0.0000000059791  74
## - threePRate    1 0.0000000059831  74
## - adj_o         1 0.0000000060464  74
## - threePRateD   1 0.0000000060867  74
## - nc_elite_sos  1 0.0000000060875  74
## - Blkper        1 0.0000000061598  74
## - AvgHgt        1 0.0000000061883  74
## - Talent        1 0.0000000062165  74
## - EffHgt        1 0.0000000062262  74
## - threePperD    1 0.0000000062711  74
## - twoPperD      1 0.0000000062768  74
## - adj_t_rk      1 0.0000000062969  74
## - TOVperD       1 0.0000000063350  74
## - RawT          1 0.0000000063548  74
## - nc_fut_sos    1 0.0000000063776  74
## - OpORebper     1 0.0000000064526  74
## - PPPDef        1 0.0000000064562  74
## - twoPper       1 0.0000000064666  74
## - adj_d_rk      1 0.0000000064894  74
## - EliteSOS      1 0.0000000065723  74
## - Op.Ftper      1 0.0000000065749  74
## - barthag_rk    1 0.0000000065928  74
## - threePper     1 0.0000000065941  74
## - OpAstper      1 0.0000000066359  74
## - Exp           1 0.0000000067435  74
## - FTRateD       1 0.0000000068184  74
## - adj_d         1 0.0000000069403  74
## - barthag       1 0.0000000069866  74
## - ov_elite_sos  1 0.0000000070756  74
## - wab           1 0.0000000071613  74
## - PPPOff        1 0.0000000072143  74
## - Ftper         1 0.0000000073864  74
## - eFG           1 0.0000000075037  74
## - Orebper       1 0.0000000081560  74
## - TOVper        1 0.0000000094529  74
## <none>            0.0000000058545  76
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     OpAstper + threePRate + threePRateD + AvgHgt + EffHgt + Exp + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_o_rk      1 0.0000000059690  72
## - eFGD.         1 0.0000000060252  72
## - adj_o         1 0.0000000060813  72
## - nc_elite_sos  1 0.0000000060903  72
## - threePRate    1 0.0000000061185  72
## - threePRateD   1 0.0000000061454  72
## - Blkper        1 0.0000000061868  72
## - AvgHgt        1 0.0000000063032  72
## - Talent        1 0.0000000063245  72
## - EffHgt        1 0.0000000063310  72
## - nc_fut_sos    1 0.0000000063766  72
## - twoPperD      1 0.0000000063838  72
## - threePperD    1 0.0000000063933  72
## - adj_t_rk      1 0.0000000064898  72
## - OpORebper     1 0.0000000064972  72
## - RawT          1 0.0000000065108  72
## - adj_d_rk      1 0.0000000065123  72
## - PPPDef        1 0.0000000065182  72
## - TOVperD       1 0.0000000065251  72
## - twoPper       1 0.0000000065865  72
## - Op.Ftper      1 0.0000000065997  72
## - EliteSOS      1 0.0000000066255  72
## - OpAstper      1 0.0000000066316  72
## - threePper     1 0.0000000066774  72
## - Exp           1 0.0000000067469  72
## - barthag_rk    1 0.0000000068788  72
## - adj_d         1 0.0000000069922  72
## - FTRateD       1 0.0000000069987  72
## - ov_elite_sos  1 0.0000000071068  72
## - wab           1 0.0000000071680  72
## - PPPOff        1 0.0000000072561  72
## - Ftper         1 0.0000000074020  72
## - barthag       1 0.0000000075195  72
## - eFG           1 0.0000000079118  72
## - Orebper       1 0.0000000081688  72
## - TOVper        1 0.0000000095674  72
## <none>            0.0000000059050  74
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     OpAstper + threePRate + threePRateD + AvgHgt + EffHgt + Exp + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_o         1 0.0000000061497  70
## - eFGD.         1 0.0000000061634  70
## - nc_elite_sos  1 0.0000000061863  70
## - Blkper        1 0.0000000061979  70
## - threePRate    1 0.0000000062058  70
## - threePRateD   1 0.0000000062595  70
## - Talent        1 0.0000000063416  70
## - nc_fut_sos    1 0.0000000064007  70
## - AvgHgt        1 0.0000000064010  70
## - threePperD    1 0.0000000064291  70
## - EffHgt        1 0.0000000064410  70
## - twoPperD      1 0.0000000064446  70
## - OpORebper     1 0.0000000065072  70
## - TOVperD       1 0.0000000065308  70
## - PPPDef        1 0.0000000065630  70
## - adj_t_rk      1 0.0000000065710  70
## - RawT          1 0.0000000065822  70
## - adj_d_rk      1 0.0000000065864  70
## - Op.Ftper      1 0.0000000066576  70
## - twoPper       1 0.0000000066698  70
## - threePper     1 0.0000000067422  70
## - OpAstper      1 0.0000000067992  70
## - EliteSOS      1 0.0000000068231  70
## - Exp           1 0.0000000068981  70
## - barthag_rk    1 0.0000000069150  70
## - FTRateD       1 0.0000000070231  70
## - wab           1 0.0000000071914  70
## - PPPOff        1 0.0000000073078  70
## - Ftper         1 0.0000000074261  70
## - ov_elite_sos  1 0.0000000074653  70
## - adj_d         1 0.0000000074841  70
## - barthag       1 0.0000000075745  70
## - eFG           1 0.0000000079289  70
## - Orebper       1 0.0000000084769  70
## - TOVper        1 0.0000000100490  70
## <none>            0.0000000059690  72
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=70
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk + 
##     wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + eFG + eFGD. + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + OpAstper + 
##     threePRate + threePRateD + AvgHgt + EffHgt + Exp + Talent + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - eFGD.         1 0.0000000061861  68
## - threePRate    1 0.0000000062281  68
## - Talent        1 0.0000000063754  68
## - threePperD    1 0.0000000064437  68
## - threePRateD   1 0.0000000064541  68
## - Blkper        1 0.0000000064548  68
## - twoPperD      1 0.0000000064559  68
## - AvgHgt        1 0.0000000064597  68
## - nc_elite_sos  1 0.0000000064877  68
## - PPPDef        1 0.0000000065845  68
## - TOVperD       1 0.0000000065919  68
## - twoPper       1 0.0000000066801  68
## - OpORebper     1 0.0000000066861  68
## - adj_t_rk      1 0.0000000066944  68
## - EffHgt        1 0.0000000067158  68
## - threePper     1 0.0000000067556  68
## - RawT          1 0.0000000068157  68
## - OpAstper      1 0.0000000068456  68
## - Op.Ftper      1 0.0000000068700  68
## - Exp           1 0.0000000069132  68
## - nc_fut_sos    1 0.0000000069639  68
## - barthag_rk    1 0.0000000070651  68
## - FTRateD       1 0.0000000071680  68
## - EliteSOS      1 0.0000000072638  68
## - adj_d_rk      1 0.0000000072735  68
## - wab           1 0.0000000072917  68
## - adj_d         1 0.0000000075244  68
## - barthag       1 0.0000000076041  68
## - ov_elite_sos  1 0.0000000076248  68
## - Ftper         1 0.0000000079113  68
## - eFG           1 0.0000000080140  68
## - PPPOff        1 0.0000000087912  68
## - Orebper       1 0.0000000090832  68
## - TOVper        1 0.0000000101694  68
## <none>            0.0000000061497  70
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=68
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk + 
##     wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + eFG + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + OpAstper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePRate    1 0.0000000062375  66
## - Talent        1 0.0000000064730  66
## - Blkper        1 0.0000000065002  66
## - nc_elite_sos  1 0.0000000065193  66
## - AvgHgt        1 0.0000000065317  66
## - threePRateD   1 0.0000000065382  66
## - threePperD    1 0.0000000066864  66
## - adj_t_rk      1 0.0000000067190  66
## - twoPper       1 0.0000000067576  66
## - RawT          1 0.0000000068314  66
## - twoPperD      1 0.0000000068314  66
## - EffHgt        1 0.0000000068525  66
## - threePper     1 0.0000000068602  66
## - OpAstper      1 0.0000000068686  66
## - OpORebper     1 0.0000000069228  66
## - Op.Ftper      1 0.0000000069291  66
## - nc_fut_sos    1 0.0000000069714  66
## - PPPDef        1 0.0000000069757  66
## - Exp           1 0.0000000069934  66
## - TOVperD       1 0.0000000070455  66
## - barthag_rk    1 0.0000000071221  66
## - EliteSOS      1 0.0000000072738  66
## - adj_d_rk      1 0.0000000072844  66
## - adj_d         1 0.0000000075741  66
## - wab           1 0.0000000076313  66
## - ov_elite_sos  1 0.0000000076315  66
## - barthag       1 0.0000000076470  66
## - FTRateD       1 0.0000000077612  66
## - Ftper         1 0.0000000079213  66
## - eFG           1 0.0000000082602  66
## - PPPOff        1 0.0000000091466  66
## - Orebper       1 0.0000000094189  66
## - TOVper        1 0.0000000109431  66
## <none>            0.0000000061861  68
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=66
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk + 
##     wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + eFG + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + OpAstper + threePRateD + 
##     AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePRateD   1 0.0000000065421  64
## - nc_elite_sos  1 0.0000000065555  64
## - Blkper        1 0.0000000065912  64
## - Talent        1 0.0000000066099  64
## - AvgHgt        1 0.0000000067272  64
## - threePperD    1 0.0000000067339  64
## - twoPper       1 0.0000000067407  64
## - adj_t_rk      1 0.0000000067696  64
## - RawT          1 0.0000000068233  64
## - threePper     1 0.0000000068468  64
## - OpAstper      1 0.0000000068576  64
## - EffHgt        1 0.0000000068635  64
## - twoPperD      1 0.0000000068963  64
## - OpORebper     1 0.0000000069380  64
## - nc_fut_sos    1 0.0000000069592  64
## - Op.Ftper      1 0.0000000069599  64
## - Exp           1 0.0000000069993  64
## - PPPDef        1 0.0000000070109  64
## - TOVperD       1 0.0000000070436  64
## - barthag_rk    1 0.0000000071080  64
## - adj_d_rk      1 0.0000000072503  64
## - EliteSOS      1 0.0000000073310  64
## - barthag       1 0.0000000076296  64
## - ov_elite_sos  1 0.0000000076838  64
## - adj_d         1 0.0000000077979  64
## - wab           1 0.0000000078504  64
## - FTRateD       1 0.0000000079208  64
## - Ftper         1 0.0000000081229  64
## - eFG           1 0.0000000085263  64
## - PPPOff        1 0.0000000092488  64
## - Orebper       1 0.0000000094403  64
## - TOVper        1 0.0000000114074  64
## <none>            0.0000000062375  66
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=64
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk + 
##     wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + eFG + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + OpAstper + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_elite_sos  1 0.0000000066450  62
## - Talent        1 0.0000000067876  62
## - EffHgt        1 0.0000000068706  62
## - adj_t_rk      1 0.0000000068744  62
## - OpAstper      1 0.0000000068811  62
## - RawT          1 0.0000000069315  62
## - nc_fut_sos    1 0.0000000069632  62
## - twoPper       1 0.0000000069816  62
## - AvgHgt        1 0.0000000070065  62
## - Blkper        1 0.0000000070116  62
## - threePper     1 0.0000000072404  62
## - threePperD    1 0.0000000074120  62
## - twoPperD      1 0.0000000075461  62
## - barthag_rk    1 0.0000000076272  62
## - Op.Ftper      1 0.0000000076632  62
## - adj_d_rk      1 0.0000000077606  62
## - OpORebper     1 0.0000000077944  62
## - EliteSOS      1 0.0000000078041  62
## - Exp           1 0.0000000078358  62
## - adj_d         1 0.0000000079984  62
## - PPPDef        1 0.0000000080964  62
## - TOVperD       1 0.0000000081394  62
## - barthag       1 0.0000000081488  62
## - Ftper         1 0.0000000081605  62
## - ov_elite_sos  1 0.0000000083501  62
## - FTRateD       1 0.0000000083946  62
## - eFG           1 0.0000000085365  62
## - wab           1 0.0000000086871  62
## - PPPOff        1 0.0000000093075  62
## - Orebper       1 0.0000000094375  62
## - TOVper        1 0.0000000115059  62
## <none>            0.0000000065421  64
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=62
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk + 
##     wab + nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + OpAstper + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - EffHgt        1 0.0000000069500  60
## - RawT          1 0.0000000069897  60
## - Talent        1 0.0000000069926  60
## - adj_t_rk      1 0.0000000069931  60
## - nc_fut_sos    1 0.0000000070523  60
## - OpAstper      1 0.0000000070725  60
## - twoPper       1 0.0000000072217  60
## - AvgHgt        1 0.0000000072223  60
## - Blkper        1 0.0000000074134  60
## - barthag_rk    1 0.0000000076326  60
## - threePper     1 0.0000000076327  60
## - twoPperD      1 0.0000000076625  60
## - Op.Ftper      1 0.0000000077331  60
## - threePperD    1 0.0000000078682  60
## - EliteSOS      1 0.0000000078723  60
## - Exp           1 0.0000000080520  60
## - OpORebper     1 0.0000000080884  60
## - PPPDef        1 0.0000000081161  60
## - barthag       1 0.0000000081618  60
## - adj_d_rk      1 0.0000000082969  60
## - TOVperD       1 0.0000000083213  60
## - FTRateD       1 0.0000000084745  60
## - ov_elite_sos  1 0.0000000085176  60
## - adj_d         1 0.0000000086988  60
## - wab           1 0.0000000088857  60
## - eFG           1 0.0000000089099  60
## - Ftper         1 0.0000000089992  60
## - PPPOff        1 0.0000000093243  60
## - Orebper       1 0.0000000094417  60
## - TOVper        1 0.0000000114412  60
## <none>            0.0000000066450  62
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=60
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk + 
##     wab + nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + OpAstper + AvgHgt + Exp + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - OpAstper      1 0.0000000070678  58
## - adj_t_rk      1 0.0000000072106  58
## - RawT          1 0.0000000073044  58
## - nc_fut_sos    1 0.0000000075895  58
## - Talent        1 0.0000000077181  58
## - twoPper       1 0.0000000078009  58
## - twoPperD      1 0.0000000078704  58
## - Blkper        1 0.0000000081089  58
## - Op.Ftper      1 0.0000000081336  58
## - Exp           1 0.0000000081995  58
## - threePper     1 0.0000000082026  58
## - threePperD    1 0.0000000083256  58
## - PPPDef        1 0.0000000083621  58
## - TOVperD       1 0.0000000086190  58
## - barthag_rk    1 0.0000000086211  58
## - OpORebper     1 0.0000000086597  58
## - EliteSOS      1 0.0000000087066  58
## - FTRateD       1 0.0000000087689  58
## - adj_d         1 0.0000000091281  58
## - barthag       1 0.0000000091589  58
## - ov_elite_sos  1 0.0000000093775  58
## - adj_d_rk      1 0.0000000094671  58
## - Ftper         1 0.0000000098418  58
## - eFG           1 0.0000000105257  58
## - PPPOff        1 0.0000000107582  58
## - AvgHgt        1 0.0000000109336  58
## - Orebper       1 0.0000000113580  58
## - wab           1 0.0000000115180  58
## - TOVper        1 0.0000000125991  58
## <none>            0.0000000069500  60
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=58
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk + 
##     wab + nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + AvgHgt + Exp + Talent + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_t_rk      1 0.0000000074199  56
## - RawT          1 0.0000000075393  56
## - Talent        1 0.0000000078038  56
## - twoPper       1 0.0000000078681  56
## - twoPperD      1 0.0000000080287  56
## - nc_fut_sos    1 0.0000000081163  56
## - Op.Ftper      1 0.0000000082050  56
## - Blkper        1 0.0000000082051  56
## - threePper     1 0.0000000082192  56
## - threePperD    1 0.0000000084192  56
## - PPPDef        1 0.0000000085048  56
## - Exp           1 0.0000000085911  56
## - barthag_rk    1 0.0000000086591  56
## - TOVperD       1 0.0000000089178  56
## - OpORebper     1 0.0000000090263  56
## - FTRateD       1 0.0000000090509  56
## - barthag       1 0.0000000091611  56
## - adj_d         1 0.0000000095284  56
## - adj_d_rk      1 0.0000000096565  56
## - EliteSOS      1 0.0000000100023  56
## - eFG           1 0.0000000105486  56
## - Ftper         1 0.0000000107058  56
## - ov_elite_sos  1 0.0000000108055  56
## - AvgHgt        1 0.0000000111775  56
## - wab           1 0.0000000119432  56
## - PPPOff        1 0.0000000142167  56
## - TOVper        1 0.0000000147988  56
## - Orebper       1 0.0000000156068  56
## <none>            0.0000000070678  58
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=56
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + AvgHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Talent        1 0.0000000078847  54
## - RawT          1 0.0000000080015  54
## - twoPper       1 0.0000000080080  54
## - threePper     1 0.0000000082458  54
## - Blkper        1 0.0000000083193  54
## - twoPperD      1 0.0000000083314  54
## - nc_fut_sos    1 0.0000000085077  54
## - Op.Ftper      1 0.0000000085232  54
## - threePperD    1 0.0000000085754  54
## - Exp           1 0.0000000088959  54
## - barthag_rk    1 0.0000000089015  54
## - PPPDef        1 0.0000000089965  54
## - TOVperD       1 0.0000000091154  54
## - OpORebper     1 0.0000000091733  54
## - FTRateD       1 0.0000000097111  54
## - barthag       1 0.0000000097275  54
## - EliteSOS      1 0.0000000104215  54
## - eFG           1 0.0000000105598  54
## - ov_elite_sos  1 0.0000000112711  54
## - AvgHgt        1 0.0000000113137  54
## - adj_d_rk      1 0.0000000115194  54
## - Ftper         1 0.0000000115479  54
## - adj_d         1 0.0000000118283  54
## - wab           1 0.0000000143349  54
## - PPPOff        1 0.0000000165975  54
## - Orebper       1 0.0000000166579  54
## - TOVper        1 0.0000000191094  54
## <none>            0.0000000074199  56
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=54
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - twoPper       1 0.0000000082579  52
## - Op.Ftper      1 0.0000000085028  52
## - twoPperD      1 0.0000000085030  52
## - nc_fut_sos    1 0.0000000085727  52
## - RawT          1 0.0000000087946  52
## - threePperD    1 0.0000000088453  52
## - PPPDef        1 0.0000000090665  52
## - threePper     1 0.0000000090752  52
## - Exp           1 0.0000000090920  52
## - TOVperD       1 0.0000000092320  52
## - barthag_rk    1 0.0000000092964  52
## - OpORebper     1 0.0000000095180  52
## - Blkper        1 0.0000000095958  52
## - FTRateD       1 0.0000000097868  52
## - barthag       1 0.0000000099751  52
## - EliteSOS      1 0.0000000110838  52
## - Ftper         1 0.0000000114923  52
## - adj_d_rk      1 0.0000000115892  52
## - AvgHgt        1 0.0000000116705  52
## - eFG           1 0.0000000119253  52
## - ov_elite_sos  1 0.0000000122251  52
## - adj_d         1 0.0000000128150  52
## - wab           1 0.0000000147703  52
## - PPPOff        1 0.0000000164323  52
## - Orebper       1 0.0000000166423  52
## - TOVper        1 0.0000000191399  52
## <none>            0.0000000078847  54
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=52
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPperD + threePper + threePperD + 
##     Blkper + AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_fut_sos    1 0.0000000086254  50
## - Op.Ftper      1 0.0000000087342  50
## - RawT          1 0.0000000089724  50
## - Exp           1 0.0000000090665  50
## - twoPperD      1 0.0000000090947  50
## - threePperD    1 0.0000000092100  50
## - Blkper        1 0.0000000096409  50
## - threePper     1 0.0000000097955  50
## - OpORebper     1 0.0000000104316  50
## - TOVperD       1 0.0000000105219  50
## - PPPDef        1 0.0000000106052  50
## - FTRateD       1 0.0000000106709  50
## - barthag_rk    1 0.0000000107892  50
## - barthag       1 0.0000000118004  50
## - EliteSOS      1 0.0000000119190  50
## - adj_d_rk      1 0.0000000121062  50
## - AvgHgt        1 0.0000000124247  50
## - Ftper         1 0.0000000133705  50
## - ov_elite_sos  1 0.0000000135618  50
## - wab           1 0.0000000171499  50
## - adj_d         1 0.0000000175002  50
## - Orebper       1 0.0000000189009  50
## - eFG           1 0.0000000194355  50
## - PPPOff        1 0.0000000215193  50
## - TOVper        1 0.0000000240799  50
## <none>            0.0000000082579  52
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=50
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePper + threePperD + Blkper + 
##     AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Exp           1 0.0000000092217  48
## - RawT          1 0.0000000096716  48
## - threePper     1 0.0000000098002  48
## - Blkper        1 0.0000000098037  48
## - twoPperD      1 0.0000000099015  48
## - Op.Ftper      1 0.0000000100266  48
## - threePperD    1 0.0000000105442  48
## - FTRateD       1 0.0000000107128  48
## - TOVperD       1 0.0000000111012  48
## - PPPDef        1 0.0000000112256  48
## - OpORebper     1 0.0000000113929  48
## - barthag_rk    1 0.0000000131105  48
## - adj_d_rk      1 0.0000000133130  48
## - EliteSOS      1 0.0000000133534  48
## - AvgHgt        1 0.0000000134672  48
## - Ftper         1 0.0000000138005  48
## - ov_elite_sos  1 0.0000000143319  48
## - barthag       1 0.0000000155726  48
## - adj_d         1 0.0000000187383  48
## - Orebper       1 0.0000000196392  48
## - eFG           1 0.0000000196639  48
## - wab           1 0.0000000213926  48
## - PPPOff        1 0.0000000232610  48
## - TOVper        1 0.0000000252383  48
## <none>            0.0000000086254  50
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=48
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePper + threePperD + Blkper + 
##     AvgHgt + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePper     1 0.0000000098007  46
## - Blkper        1 0.0000000098074  46
## - twoPperD      1 0.0000000098858  46
## - RawT          1 0.0000000099835  46
## - Op.Ftper      1 0.0000000103124  46
## - threePperD    1 0.0000000105714  46
## - FTRateD       1 0.0000000108675  46
## - TOVperD       1 0.0000000111208  46
## - PPPDef        1 0.0000000112523  46
## - OpORebper     1 0.0000000113920  46
## - EliteSOS      1 0.0000000135329  46
## - Ftper         1 0.0000000138995  46
## - barthag_rk    1 0.0000000140268  46
## - AvgHgt        1 0.0000000143391  46
## - ov_elite_sos  1 0.0000000152620  46
## - adj_d_rk      1 0.0000000162284  46
## - barthag       1 0.0000000165285  46
## - Orebper       1 0.0000000197177  46
## - eFG           1 0.0000000198260  46
## - wab           1 0.0000000214595  46
## - adj_d         1 0.0000000215348  46
## - PPPOff        1 0.0000000241120  46
## - TOVper        1 0.0000000260134  46
## <none>            0.0000000092217  48
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=46
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePperD + Blkper + AvgHgt + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Blkper        1 0.0000000101372  44
## - RawT          1 0.0000000102093  44
## - twoPperD      1 0.0000000106357  44
## - FTRateD       1 0.0000000110232  44
## - threePperD    1 0.0000000112344  44
## - TOVperD       1 0.0000000114003  44
## - PPPDef        1 0.0000000118935  44
## - Op.Ftper      1 0.0000000119202  44
## - OpORebper     1 0.0000000119739  44
## - Ftper         1 0.0000000142270  44
## - barthag_rk    1 0.0000000142562  44
## - AvgHgt        1 0.0000000149135  44
## - EliteSOS      1 0.0000000157112  44
## - ov_elite_sos  1 0.0000000159067  44
## - adj_d_rk      1 0.0000000162464  44
## - barthag       1 0.0000000168142  44
## - Orebper       1 0.0000000197291  44
## - eFG           1 0.0000000199068  44
## - adj_d         1 0.0000000220867  44
## - PPPOff        1 0.0000000244870  44
## - wab           1 0.0000000245094  44
## - TOVper        1 0.0000000267028  44
## <none>            0.0000000098007  46
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=44
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePperD + AvgHgt + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - RawT          1 0.000000010390  42
## - twoPperD      1 0.000000010838  42
## - TOVperD       1 0.000000011451  42
## - FTRateD       1 0.000000011520  42
## - threePperD    1 0.000000011569  42
## - PPPDef        1 0.000000011925  42
## - OpORebper     1 0.000000012087  42
## - Op.Ftper      1 0.000000012457  42
## - barthag_rk    1 0.000000014186  42
## - Ftper         1 0.000000014723  42
## - AvgHgt        1 0.000000016257  42
## - adj_d_rk      1 0.000000016471  42
## - barthag       1 0.000000016745  42
## - Orebper       1 0.000000019762  42
## - eFG           1 0.000000020067  42
## - EliteSOS      1 0.000000020944  42
## - ov_elite_sos  1 0.000000022710  42
## - adj_d         1 0.000000022847  42
## - wab           1 0.000000024669  42
## - PPPOff        1 0.000000025830  42
## - TOVper        1 0.000000026804  42
## <none>            0.000000010137  44
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=42
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPperD + threePperD + AvgHgt + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - twoPperD      1 0.000000012432  40
## - FTRateD       1 0.000000012822  40
## - threePperD    1 0.000000013644  40
## - TOVperD       1 0.000000013683  40
## - Op.Ftper      1 0.000000013878  40
## - OpORebper     1 0.000000014084  40
## - barthag_rk    1 0.000000014145  40
## - PPPDef        1 0.000000014265  40
## - Ftper         1 0.000000015161  40
## - barthag       1 0.000000017167  40
## - AvgHgt        1 0.000000017543  40
## - adj_d_rk      1 0.000000018524  40
## - Orebper       1 0.000000019875  40
## - eFG           1 0.000000020227  40
## - EliteSOS      1 0.000000021127  40
## - ov_elite_sos  1 0.000000022845  40
## - adj_d         1 0.000000023000  40
## - PPPOff        1 0.000000025713  40
## - TOVper        1 0.000000028517  40
## - wab           1 0.000000029534  40
## <none>            0.000000010390  42
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=40
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + threePperD + AvgHgt + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - FTRateD       1 0.000000012860  38
## - Op.Ftper      1 0.000000013877  38
## - threePperD    1 0.000000013920  38
## - barthag_rk    1 0.000000015114  38
## - PPPDef        1 0.000000015192  38
## - Ftper         1 0.000000015374  38
## - barthag       1 0.000000017817  38
## - AvgHgt        1 0.000000018209  38
## - TOVperD       1 0.000000019462  38
## - OpORebper     1 0.000000019788  38
## - Orebper       1 0.000000019925  38
## - eFG           1 0.000000020283  38
## - adj_d_rk      1 0.000000021091  38
## - EliteSOS      1 0.000000022252  38
## - ov_elite_sos  1 0.000000023387  38
## - adj_d         1 0.000000023698  38
## - PPPOff        1 0.000000026211  38
## - TOVper        1 0.000000029868  38
## - wab           1 0.000000044600  38
## <none>            0.000000012432  40
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=38
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + TOVper + TOVperD + Orebper + OpORebper + 
##     threePperD + AvgHgt + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - Op.Ftper      1 0.000000013949  36
## - threePperD    1 0.000000014794  36
## - barthag_rk    1 0.000000015344  36
## - PPPDef        1 0.000000015654  36
## - Ftper         1 0.000000016016  36
## - barthag       1 0.000000018338  36
## - TOVperD       1 0.000000019411  36
## - OpORebper     1 0.000000019665  36
## - eFG           1 0.000000021808  36
## - Orebper       1 0.000000021928  36
## - adj_d_rk      1 0.000000022791  36
## - AvgHgt        1 0.000000024600  36
## - adj_d         1 0.000000025293  36
## - PPPOff        1 0.000000027959  36
## - ov_elite_sos  1 0.000000028456  36
## - EliteSOS      1 0.000000028662  36
## - TOVper        1 0.000000032956  36
## - wab           1 0.000000069466  36
## <none>            0.000000012860  38
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=36
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + TOVper + TOVperD + Orebper + OpORebper + 
##     threePperD + AvgHgt + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - PPPDef        1 0.000000015954  34
## - threePperD    1 0.000000017155  34
## - barthag_rk    1 0.000000017847  34
## - barthag       1 0.000000019824  34
## - OpORebper     1 0.000000020103  34
## - Ftper         1 0.000000021817  34
## - TOVperD       1 0.000000023224  34
## - adj_d         1 0.000000025222  34
## - AvgHgt        1 0.000000028269  34
## - ov_elite_sos  1 0.000000028927  34
## - adj_d_rk      1 0.000000029431  34
## - EliteSOS      1 0.000000030323  34
## - eFG           1 0.000000031901  34
## - Orebper       1 0.000000032166  34
## - PPPOff        1 0.000000042266  34
## - TOVper        1 0.000000043454  34
## - wab           1 0.000000070424  34
## <none>            0.000000013949  36
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=34
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + TOVper + TOVperD + Orebper + OpORebper + 
##     threePperD + AvgHgt + Ftper + PPPOff + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - threePperD    1 0.000000019293  32
## - TOVperD       1 0.000000023215  32
## - OpORebper     1 0.000000024815  32
## - barthag_rk    1 0.000000029313  32
## - adj_d_rk      1 0.000000029336  32
## - ov_elite_sos  1 0.000000029936  32
## - barthag       1 0.000000031235  32
## - Ftper         1 0.000000032576  32
## - AvgHgt        1 0.000000034910  32
## - EliteSOS      1 0.000000035693  32
## - adj_d         1 0.000000039875  32
## - eFG           1 0.000000050192  32
## - Orebper       1 0.000000057853  32
## - PPPOff        1 0.000000071414  32
## - TOVper        1 0.000000089922  32
## - wab           1 0.000000167362  32
## <none>            0.000000015954  34
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=32
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + TOVper + TOVperD + Orebper + OpORebper + 
##     AvgHgt + Ftper + PPPOff + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - TOVperD       1 0.000000023504  30
## - OpORebper     1 0.000000025961  30
## - adj_d_rk      1 0.000000030705  30
## - Ftper         1 0.000000033220  30
## - barthag_rk    1 0.000000033893  30
## - barthag       1 0.000000036719  30
## - AvgHgt        1 0.000000037668  30
## - adj_d         1 0.000000041407  30
## - ov_elite_sos  1 0.000000046242  30
## - EliteSOS      1 0.000000049876  30
## - eFG           1 0.000000051688  30
## - Orebper       1 0.000000058845  30
## - PPPOff        1 0.000000074184  30
## - TOVper        1 0.000000091950  30
## - wab           1 0.000000188912  30
## <none>            0.000000019293  32
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=30
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + TOVper + Orebper + OpORebper + AvgHgt + 
##     Ftper + PPPOff + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - OpORebper     1 0.000000026726  28
## - barthag_rk    1 0.000000033832  28
## - barthag       1 0.000000036046  28
## - adj_d_rk      1 0.000000042624  28
## - Ftper         1 0.000000042703  28
## - ov_elite_sos  1 0.000000049440  28
## - eFG           1 0.000000051410  28
## - adj_d         1 0.000000052516  28
## - EliteSOS      1 0.000000053893  28
## - Orebper       1 0.000000061602  28
## - PPPOff        1 0.000000076217  28
## - AvgHgt        1 0.000000084426  28
## - TOVper        1 0.000000094790  28
## - wab           1 0.000000184564  28
## <none>            0.000000023504  30
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=28
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + TOVper + Orebper + AvgHgt + Ftper + 
##     PPPOff + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df      Deviance AIC
## - barthag_rk    1 0.00000003833  26
## - barthag       1 0.00000003976  26
## - Ftper         1 0.00000004784  26
## - adj_d_rk      1 0.00000004804  26
## - adj_d         1 0.00000005596  26
## - eFG           1 0.00000006185  26
## - EliteSOS      1 0.00000006798  26
## - ov_elite_sos  1 0.00000007484  26
## - AvgHgt        1 0.00000009255  26
## - Orebper       1 0.00000021735  26
## - PPPOff        1 0.00000021777  26
## - wab           1 0.00000029172  26
## - TOVper        1 0.00000060623  26
## <none>            0.00000002673  28
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=26
## conf_winner ~ barthag + adj_d + adj_d_rk + wab + ov_elite_sos + 
##     eFG + TOVper + Orebper + AvgHgt + Ftper + PPPOff + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - barthag       1    0.000 24.000
## - adj_d_rk      1    0.000 24.000
## - Ftper         1    0.000 24.000
## - adj_d         1    0.000 24.000
## - EliteSOS      1    0.000 24.000
## - ov_elite_sos  1    0.000 24.000
## - PPPOff        1    0.000 24.000
## - Orebper       1    0.000 24.000
## - eFG           1    0.000 24.000
## - AvgHgt        1    0.000 24.000
## <none>               0.000 26.000
## - TOVper        1   16.328 40.328
## - wab           1   17.418 41.418
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=24
## conf_winner ~ adj_d + adj_d_rk + wab + ov_elite_sos + eFG + TOVper + 
##     Orebper + AvgHgt + Ftper + PPPOff + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Ftper         1    0.000 22.000
## - adj_d_rk      1    0.000 22.000
## - adj_d         1    0.000 22.000
## - Orebper       1    0.000 22.000
## - eFG           1    0.000 22.000
## - AvgHgt        1    0.000 22.000
## - PPPOff        1    0.000 22.000
## - EliteSOS      1    0.000 22.000
## <none>               0.000 24.000
## - ov_elite_sos  1   12.648 34.648
## - TOVper        1   16.357 38.357
## - wab           1   20.088 42.088
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=22
## conf_winner ~ adj_d + adj_d_rk + wab + ov_elite_sos + eFG + TOVper + 
##     Orebper + AvgHgt + PPPOff + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - adj_d_rk      1    0.000 20.000
## - adj_d         1    0.000 20.000
## <none>               0.000 22.000
## - PPPOff        1   10.299 30.299
## - eFG           1   13.007 33.007
## - EliteSOS      1   13.723 33.723
## - AvgHgt        1   14.176 34.176
## - Orebper       1   15.732 35.732
## - ov_elite_sos  1   16.759 36.759
## - TOVper        1   20.375 40.375
## - wab           1   22.587 42.587
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=20
## conf_winner ~ adj_d + wab + ov_elite_sos + eFG + TOVper + Orebper + 
##     AvgHgt + PPPOff + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - adj_d         1    0.000 18.000
## <none>               0.000 20.000
## - PPPOff        1   14.250 32.250
## - eFG           1   14.652 32.651
## - AvgHgt        1   15.761 33.761
## - EliteSOS      1   16.015 34.015
## - Orebper       1   16.801 34.801
## - ov_elite_sos  1   18.565 36.565
## - TOVper        1   20.912 38.912
## - wab           1   25.482 43.482
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=18
## conf_winner ~ wab + ov_elite_sos + eFG + TOVper + Orebper + AvgHgt + 
##     PPPOff + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## <none>               0.000 18.000
## - PPPOff        1   14.258 30.258
## - eFG           1   14.828 30.828
## - EliteSOS      1   16.065 32.065
## - AvgHgt        1   16.662 32.662
## - Orebper       1   16.974 32.974
## - ov_elite_sos  1   18.741 34.741
## - TOVper        1   21.938 37.938
## - wab           1   56.570 72.570
summary(BE_lm.backward)
## 
## Call:
## glm(formula = conf_winner ~ wab + ov_elite_sos + eFG + TOVper + 
##     Orebper + AvgHgt + PPPOff + EliteSOS, family = "binomial", 
##     data = BE_train.df, na.action = na.exclude)
## 
## Coefficients:
##               Estimate Std. Error z value Pr(>|z|)
## (Intercept)     753.77  360296.45   0.002    0.998
## wab             100.07    9075.64   0.011    0.991
## ov_elite_sos   -160.00   16276.53  -0.010    0.992
## eFG            -165.42   15604.84  -0.011    0.992
## TOVper          227.80   20999.24   0.011    0.991
## Orebper         -69.42    6642.80  -0.010    0.992
## AvgHgt          -67.55    7153.68  -0.009    0.992
## PPPOff        10230.22  995495.58   0.010    0.992
## EliteSOS        140.99   14458.55   0.010    0.992
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 79.83915392201  on 157  degrees of freedom
## Residual deviance:  0.00000029546  on 149  degrees of freedom
## AIC: 18
## 
## Number of Fisher Scoring iterations: 25
#accuracy
BE.lm.back.pred <- predict(BE_lm.backward, BE_valid.df, na.action = na.pass)
accuracy(BE.lm.back.pred, BE_valid.df$conf_winner)
##                ME     RMSE      MAE MPE MAPE
## Test set 737.2455 860.3166 737.2455 Inf  Inf

Based on the backward selection, it is important to note that the variables selected from our function are wab, ov_elite_sos, eFG, TOVper, Orebper, AvgHgt, PPPOff, EliteSOS. As stated before, positive coefficients increase the likelihood of being a conference winner while negative coefficients decrease the likelihood of being a conference winner. None of the coefficients for the predictors are statistically significant, as indicated by the p-values (all greater than 0.05). The AIC is 18 which is very low, providing a measure of model fit. A lower AIC indicates a better-fitting model. The intercept has a very large positive value, indicating an extreme estimate. This could be a result of multicollinearity or other issues in model estimation.

Forward Selection

BE.lm.null <- lm(conf_winner ~ 1, data = BE_train.df, na.action = na.exclude)
BE.lm.forward <- step(BE.lm.null, direction = 'forward', scope = list(lower = BE.lm.null, upper = BE.lm))
## Start:  AIC=-430.42
## conf_winner ~ 1
## 
##                Df Sum of Sq     RSS     AIC
## + wab           1   1.81464  8.4195 -459.26
## + PPPDef        1   1.30551  8.9287 -449.99
## + eFG           1   1.15183  9.0823 -447.29
## + adj_d         1   1.14791  9.0863 -447.22
## + twoPper       1   0.93197  9.3022 -443.51
## + barthag       1   0.91294  9.3212 -443.19
## + barthag_rk    1   0.89398  9.3402 -442.87
## + PPPOff        1   0.86529  9.3689 -442.38
## + adj_o         1   0.84537  9.3888 -442.05
## + threePper     1   0.74477  9.4894 -440.36
## + eFGD.         1   0.65551  9.5787 -438.88
## + adj_d_rk      1   0.56114  9.6730 -437.33
## + threePperD    1   0.45601  9.7782 -435.63
## + adj_o_rk      1   0.44569  9.7885 -435.46
## + twoPperD      1   0.41741  9.8168 -435.00
## + Astper        1   0.41730  9.8169 -435.00
## + Talent        1   0.36231  9.8719 -434.12
## + TOVperD       1   0.31302  9.9212 -433.33
## + Op.Ftper      1   0.26237  9.9718 -432.53
## + Blkedper      1   0.24171  9.9925 -432.20
## + nc_fut_sos    1   0.22379 10.0104 -431.92
## + nc_cur_sos    1   0.22379 10.0104 -431.92
## + threePRate    1   0.19457 10.0396 -431.46
## + FTRateD       1   0.14372 10.0905 -430.66
## + FTRate        1   0.13547 10.0987 -430.53
## <none>                      10.2342 -430.42
## + ov_fut_sos    1   0.11228 10.1219 -430.17
## + ov_cur_sos    1   0.11228 10.1219 -430.17
## + Blkper        1   0.07202 10.1622 -429.54
## + EffHgt        1   0.05984 10.1743 -429.35
## + nc_elite_sos  1   0.04965 10.1845 -429.19
## + Orebper       1   0.04003 10.1941 -429.04
## + threePRateD   1   0.03427 10.1999 -428.95
## + Exp           1   0.01979 10.2144 -428.73
## + Adj.T         1   0.01706 10.2171 -428.69
## + RawT          1   0.01244 10.2217 -428.62
## + Ftper         1   0.01082 10.2234 -428.59
## + OpORebper     1   0.00986 10.2243 -428.58
## + OpAstper      1   0.00828 10.2259 -428.55
## + adj_t         1   0.00623 10.2279 -428.52
## + TOVper        1   0.00341 10.2308 -428.48
## + AvgHgt        1   0.00128 10.2329 -428.44
## + adj_t_rk      1   0.00090 10.2333 -428.44
## + ov_elite_sos  1   0.00010 10.2341 -428.43
## + EliteSOS      1   0.00000 10.2342 -428.42
## 
## Step:  AIC=-459.26
## conf_winner ~ wab
## 
##                Df Sum of Sq    RSS     AIC
## + barthag_rk    1   0.42334 7.9962 -465.41
## + barthag       1   0.37839 8.0411 -464.53
## + adj_o_rk      1   0.18827 8.2313 -460.84
## + TOVperD       1   0.17521 8.2443 -460.58
## + TOVper        1   0.17332 8.2462 -460.55
## + ov_elite_sos  1   0.13314 8.2864 -459.78
## + EliteSOS      1   0.13126 8.2883 -459.74
## <none>                      8.4195 -459.26
## + eFG           1   0.09656 8.3230 -459.08
## + Op.Ftper      1   0.08817 8.3314 -458.93
## + PPPDef        1   0.08425 8.3353 -458.85
## + threePRate    1   0.07289 8.3466 -458.64
## + Ftper         1   0.07212 8.3474 -458.62
## + twoPper       1   0.06461 8.3549 -458.48
## + threePper     1   0.06104 8.3585 -458.41
## + OpAstper      1   0.06099 8.3585 -458.41
## + OpORebper     1   0.05530 8.3642 -458.30
## + adj_d         1   0.05511 8.3644 -458.30
## + adj_d_rk      1   0.04865 8.3709 -458.18
## + EffHgt        1   0.04650 8.3730 -458.14
## + AvgHgt        1   0.03912 8.3804 -458.00
## + adj_t_rk      1   0.02844 8.3911 -457.80
## + nc_elite_sos  1   0.02659 8.3930 -457.76
## + adj_o         1   0.01831 8.4012 -457.61
## + threePperD    1   0.01552 8.4040 -457.55
## + ov_fut_sos    1   0.01260 8.4069 -457.50
## + ov_cur_sos    1   0.01260 8.4069 -457.50
## + Astper        1   0.01232 8.4072 -457.49
## + Blkedper      1   0.00981 8.4097 -457.45
## + Orebper       1   0.00897 8.4106 -457.43
## + PPPOff        1   0.00830 8.4112 -457.42
## + threePRateD   1   0.00780 8.4117 -457.41
## + eFGD.         1   0.00580 8.4137 -457.37
## + Blkper        1   0.00547 8.4141 -457.37
## + adj_t         1   0.00205 8.4175 -457.30
## + FTRate        1   0.00189 8.4176 -457.30
## + nc_fut_sos    1   0.00078 8.4188 -457.28
## + nc_cur_sos    1   0.00078 8.4188 -457.28
## + Exp           1   0.00065 8.4189 -457.27
## + Talent        1   0.00018 8.4194 -457.27
## + twoPperD      1   0.00009 8.4194 -457.26
## + FTRateD       1   0.00001 8.4195 -457.26
## + Adj.T         1   0.00000 8.4195 -457.26
## + RawT          1   0.00000 8.4195 -457.26
## 
## Step:  AIC=-465.41
## conf_winner ~ wab + barthag_rk
## 
##                Df Sum of Sq    RSS     AIC
## + eFG           1  0.168943 7.8273 -466.79
## + adj_d         1  0.167699 7.8285 -466.76
## + PPPDef        1  0.158536 7.8377 -466.58
## + TOVper        1  0.154495 7.8417 -466.50
## + TOVperD       1  0.134469 7.8617 -466.09
## + twoPper       1  0.133549 7.8626 -466.07
## <none>                      7.9962 -465.41
## + Op.Ftper      1  0.084716 7.9115 -465.10
## + ov_elite_sos  1  0.083159 7.9130 -465.07
## + EliteSOS      1  0.082836 7.9134 -465.06
## + threePper     1  0.079237 7.9170 -464.99
## + threePRate    1  0.073774 7.9224 -464.88
## + Astper        1  0.061113 7.9351 -464.63
## + AvgHgt        1  0.048231 7.9480 -464.37
## + OpAstper      1  0.047678 7.9485 -464.36
## + EffHgt        1  0.037655 7.9585 -464.16
## + Ftper         1  0.035012 7.9612 -464.11
## + eFGD.         1  0.025615 7.9706 -463.92
## + adj_o_rk      1  0.019272 7.9769 -463.79
## + nc_fut_sos    1  0.018805 7.9774 -463.79
## + nc_cur_sos    1  0.018805 7.9774 -463.79
## + twoPperD      1  0.016237 7.9800 -463.73
## + adj_t_rk      1  0.015891 7.9803 -463.73
## + OpORebper     1  0.015678 7.9805 -463.72
## + Blkedper      1  0.014267 7.9819 -463.70
## + threePperD    1  0.013645 7.9826 -463.68
## + barthag       1  0.011092 7.9851 -463.63
## + Exp           1  0.006772 7.9894 -463.55
## + PPPOff        1  0.005696 7.9905 -463.53
## + threePRateD   1  0.005357 7.9908 -463.52
## + FTRate        1  0.003130 7.9931 -463.48
## + adj_o         1  0.002280 7.9939 -463.46
## + FTRateD       1  0.002232 7.9940 -463.46
## + Orebper       1  0.001439 7.9948 -463.44
## + nc_elite_sos  1  0.001395 7.9948 -463.44
## + ov_fut_sos    1  0.001297 7.9949 -463.44
## + ov_cur_sos    1  0.001297 7.9949 -463.44
## + Talent        1  0.001232 7.9950 -463.44
## + Adj.T         1  0.000968 7.9952 -463.43
## + RawT          1  0.000957 7.9952 -463.43
## + adj_d_rk      1  0.000181 7.9960 -463.42
## + adj_t         1  0.000090 7.9961 -463.42
## + Blkper        1  0.000010 7.9962 -463.41
## 
## Step:  AIC=-466.79
## conf_winner ~ wab + barthag_rk + eFG
## 
##                Df Sum of Sq    RSS     AIC
## + adj_d         1   0.61369 7.2136 -477.69
## + PPPDef        1   0.49788 7.3294 -475.17
## + TOVperD       1   0.25913 7.5681 -470.11
## + TOVper        1   0.22275 7.6045 -469.35
## + eFGD.         1   0.16099 7.6663 -468.07
## + Op.Ftper      1   0.14972 7.6775 -467.84
## + adj_o_rk      1   0.11253 7.7147 -467.08
## + twoPperD      1   0.10339 7.7239 -466.89
## <none>                      7.8273 -466.79
## + Ftper         1   0.09738 7.7299 -466.77
## + adj_o         1   0.07660 7.7507 -466.34
## + PPPOff        1   0.06337 7.7639 -466.07
## + threePperD    1   0.06074 7.7665 -466.02
## + OpORebper     1   0.06008 7.7672 -466.00
## + OpAstper      1   0.04496 7.7823 -465.70
## + AvgHgt        1   0.04341 7.7838 -465.67
## + EliteSOS      1   0.04316 7.7841 -465.66
## + adj_d_rk      1   0.04055 7.7867 -465.61
## + EffHgt        1   0.03637 7.7909 -465.52
## + ov_elite_sos  1   0.03507 7.7922 -465.50
## + Astper        1   0.03498 7.7923 -465.50
## + Orebper       1   0.03405 7.7932 -465.48
## + RawT          1   0.02981 7.7974 -465.39
## + Adj.T         1   0.02448 7.8028 -465.28
## + FTRate        1   0.02017 7.8071 -465.19
## + nc_fut_sos    1   0.01926 7.8080 -465.18
## + nc_cur_sos    1   0.01926 7.8080 -465.18
## + adj_t         1   0.01311 7.8141 -465.05
## + barthag       1   0.01221 7.8150 -465.03
## + Blkper        1   0.00860 7.8186 -464.96
## + Talent        1   0.00836 7.8189 -464.96
## + FTRateD       1   0.00823 7.8190 -464.95
## + Blkedper      1   0.00676 7.8205 -464.92
## + threePRate    1   0.00650 7.8207 -464.92
## + adj_t_rk      1   0.00275 7.8245 -464.84
## + nc_elite_sos  1   0.00104 7.8262 -464.81
## + threePRateD   1   0.00098 7.8263 -464.81
## + twoPper       1   0.00092 7.8263 -464.81
## + Exp           1   0.00085 7.8264 -464.80
## + ov_fut_sos    1   0.00065 7.8266 -464.80
## + ov_cur_sos    1   0.00065 7.8266 -464.80
## + threePper     1   0.00011 7.8271 -464.79
## 
## Step:  AIC=-477.69
## conf_winner ~ wab + barthag_rk + eFG + adj_d
## 
##                Df Sum of Sq    RSS     AIC
## + adj_d_rk      1   0.40923 6.8043 -484.92
## + adj_o         1   0.25419 6.9594 -481.36
## + PPPOff        1   0.14104 7.0725 -478.81
## + EliteSOS      1   0.11669 7.0969 -478.26
## + EffHgt        1   0.10871 7.1049 -478.09
## + adj_o_rk      1   0.10701 7.1066 -478.05
## + Orebper       1   0.10573 7.1078 -478.02
## + ov_elite_sos  1   0.09919 7.1144 -477.88
## <none>                      7.2136 -477.69
## + AvgHgt        1   0.08823 7.1253 -477.63
## + Op.Ftper      1   0.07564 7.1379 -477.35
## + TOVperD       1   0.06218 7.1514 -477.06
## + FTRate        1   0.05796 7.1556 -476.96
## + OpORebper     1   0.03321 7.1803 -476.42
## + OpAstper      1   0.02210 7.1915 -476.17
## + threePper     1   0.02115 7.1924 -476.15
## + Exp           1   0.02041 7.1932 -476.14
## + nc_fut_sos    1   0.01762 7.1959 -476.07
## + nc_cur_sos    1   0.01762 7.1959 -476.07
## + twoPper       1   0.01508 7.1985 -476.02
## + TOVper        1   0.01482 7.1987 -476.01
## + adj_t_rk      1   0.01212 7.2014 -475.95
## + Blkper        1   0.01167 7.2019 -475.94
## + PPPDef        1   0.01023 7.2033 -475.91
## + Astper        1   0.00699 7.2066 -475.84
## + FTRateD       1   0.00676 7.2068 -475.84
## + ov_fut_sos    1   0.00610 7.2075 -475.82
## + ov_cur_sos    1   0.00610 7.2075 -475.82
## + threePRate    1   0.00573 7.2078 -475.81
## + Ftper         1   0.00565 7.2079 -475.81
## + RawT          1   0.00402 7.2095 -475.78
## + threePperD    1   0.00374 7.2098 -475.77
## + eFGD.         1   0.00339 7.2102 -475.76
## + Adj.T         1   0.00217 7.2114 -475.74
## + Blkedper      1   0.00113 7.2124 -475.71
## + twoPperD      1   0.00093 7.2126 -475.71
## + barthag       1   0.00038 7.2132 -475.70
## + Talent        1   0.00024 7.2133 -475.69
## + adj_t         1   0.00003 7.2135 -475.69
## + nc_elite_sos  1   0.00001 7.2136 -475.69
## + threePRateD   1   0.00000 7.2136 -475.69
## 
## Step:  AIC=-484.92
## conf_winner ~ wab + barthag_rk + eFG + adj_d + adj_d_rk
## 
##                Df Sum of Sq    RSS     AIC
## + ov_elite_sos  1  0.093128 6.7112 -485.09
## <none>                      6.8043 -484.92
## + EliteSOS      1  0.085084 6.7192 -484.90
## + EffHgt        1  0.083871 6.7205 -484.88
## + adj_o         1  0.076658 6.7277 -484.71
## + nc_fut_sos    1  0.062968 6.7414 -484.38
## + nc_cur_sos    1  0.062968 6.7414 -484.38
## + adj_o_rk      1  0.062188 6.7421 -484.37
## + FTRate        1  0.050692 6.7536 -484.10
## + threePRateD   1  0.049216 6.7551 -484.06
## + eFGD.         1  0.037300 6.7670 -483.78
## + Exp           1  0.035883 6.7684 -483.75
## + threePRate    1  0.034333 6.7700 -483.71
## + OpORebper     1  0.030125 6.7742 -483.62
## + PPPOff        1  0.027446 6.7769 -483.55
## + Blkper        1  0.026267 6.7781 -483.53
## + barthag       1  0.024093 6.7802 -483.48
## + twoPperD      1  0.023046 6.7813 -483.45
## + nc_elite_sos  1  0.021056 6.7833 -483.41
## + AvgHgt        1  0.017379 6.7870 -483.32
## + TOVperD       1  0.010461 6.7939 -483.16
## + threePperD    1  0.007764 6.7966 -483.10
## + Op.Ftper      1  0.005974 6.7984 -483.05
## + Blkedper      1  0.004858 6.7995 -483.03
## + FTRateD       1  0.004448 6.7999 -483.02
## + threePper     1  0.003403 6.8009 -482.99
## + OpAstper      1  0.001546 6.8028 -482.95
## + Ftper         1  0.001434 6.8029 -482.95
## + PPPDef        1  0.001131 6.8032 -482.94
## + twoPper       1  0.000952 6.8034 -482.94
## + Orebper       1  0.000617 6.8037 -482.93
## + adj_t_rk      1  0.000428 6.8039 -482.93
## + Astper        1  0.000409 6.8039 -482.93
## + adj_t         1  0.000274 6.8041 -482.92
## + Adj.T         1  0.000177 6.8042 -482.92
## + Talent        1  0.000093 6.8042 -482.92
## + RawT          1  0.000073 6.8043 -482.92
## + ov_fut_sos    1  0.000001 6.8043 -482.92
## + ov_cur_sos    1  0.000001 6.8043 -482.92
## + TOVper        1  0.000001 6.8043 -482.92
## 
## Step:  AIC=-485.09
## conf_winner ~ wab + barthag_rk + eFG + adj_d + adj_d_rk + ov_elite_sos
## 
##                Df Sum of Sq    RSS     AIC
## + adj_o         1  0.172659 6.5385 -487.21
## + nc_fut_sos    1  0.166077 6.5451 -487.05
## + nc_cur_sos    1  0.166077 6.5451 -487.05
## + nc_elite_sos  1  0.123767 6.5874 -486.03
## + EffHgt        1  0.093110 6.6181 -485.30
## + ov_fut_sos    1  0.087607 6.6236 -485.17
## + ov_cur_sos    1  0.087607 6.6236 -485.17
## + eFGD.         1  0.085855 6.6253 -485.13
## <none>                      6.7112 -485.09
## + PPPDef        1  0.064375 6.6468 -484.62
## + adj_o_rk      1  0.050640 6.6606 -484.29
## + Blkper        1  0.050521 6.6607 -484.29
## + FTRate        1  0.050397 6.6608 -484.28
## + twoPperD      1  0.049773 6.6614 -484.27
## + threePRateD   1  0.048418 6.6628 -484.24
## + threePRate    1  0.047587 6.6636 -484.22
## + Exp           1  0.042564 6.6686 -484.10
## + PPPOff        1  0.027024 6.6842 -483.73
## + AvgHgt        1  0.021762 6.6894 -483.61
## + OpORebper     1  0.018740 6.6925 -483.53
## + threePperD    1  0.018421 6.6928 -483.53
## + barthag       1  0.009331 6.7019 -483.31
## + Op.Ftper      1  0.007039 6.7042 -483.26
## + TOVperD       1  0.005835 6.7054 -483.23
## + FTRateD       1  0.005640 6.7056 -483.23
## + OpAstper      1  0.005436 6.7058 -483.22
## + threePper     1  0.004101 6.7071 -483.19
## + Blkedper      1  0.003277 6.7079 -483.17
## + Ftper         1  0.001899 6.7093 -483.14
## + twoPper       1  0.001593 6.7096 -483.13
## + Orebper       1  0.001094 6.7101 -483.12
## + EliteSOS      1  0.000984 6.7102 -483.12
## + Astper        1  0.000702 6.7105 -483.11
## + adj_t         1  0.000517 6.7107 -483.11
## + Talent        1  0.000435 6.7108 -483.10
## + Adj.T         1  0.000233 6.7110 -483.10
## + TOVper        1  0.000184 6.7110 -483.10
## + RawT          1  0.000043 6.7112 -483.09
## + adj_t_rk      1  0.000018 6.7112 -483.09
## 
## Step:  AIC=-487.21
## conf_winner ~ wab + barthag_rk + eFG + adj_d + adj_d_rk + ov_elite_sos + 
##     adj_o
## 
##                Df Sum of Sq    RSS     AIC
## + nc_fut_sos    1  0.165778 6.3728 -489.27
## + nc_cur_sos    1  0.165778 6.3728 -489.27
## + nc_elite_sos  1  0.142386 6.3962 -488.69
## + adj_o_rk      1  0.104015 6.4345 -487.74
## + ov_fut_sos    1  0.091358 6.4472 -487.43
## + ov_cur_sos    1  0.091358 6.4472 -487.43
## <none>                      6.5385 -487.21
## + PPPDef        1  0.079716 6.4588 -487.15
## + eFGD.         1  0.075418 6.4631 -487.04
## + EffHgt        1  0.074378 6.4642 -487.02
## + Blkper        1  0.070711 6.4678 -486.93
## + threePRateD   1  0.068084 6.4705 -486.86
## + threePRate    1  0.058661 6.4799 -486.63
## + PPPOff        1  0.051582 6.4870 -486.46
## + barthag       1  0.049929 6.4886 -486.42
## + twoPperD      1  0.040679 6.4979 -486.20
## + FTRate        1  0.026958 6.5116 -485.86
## + Exp           1  0.025907 6.5126 -485.84
## + AvgHgt        1  0.019368 6.5192 -485.68
## + Orebper       1  0.018851 6.5197 -485.67
## + threePperD    1  0.017495 6.5211 -485.63
## + OpORebper     1  0.015528 6.5230 -485.59
## + TOVper        1  0.008974 6.5296 -485.43
## + OpAstper      1  0.008934 6.5296 -485.43
## + EliteSOS      1  0.004974 6.5336 -485.33
## + Op.Ftper      1  0.004910 6.5336 -485.33
## + TOVperD       1  0.002853 6.5357 -485.28
## + Astper        1  0.001897 6.5366 -485.26
## + adj_t         1  0.001500 6.5370 -485.25
## + FTRateD       1  0.001172 6.5374 -485.24
## + RawT          1  0.000821 6.5377 -485.23
## + adj_t_rk      1  0.000589 6.5380 -485.23
## + Adj.T         1  0.000350 6.5382 -485.22
## + threePper     1  0.000237 6.5383 -485.22
## + twoPper       1  0.000119 6.5384 -485.21
## + Talent        1  0.000079 6.5385 -485.21
## + Blkedper      1  0.000010 6.5385 -485.21
## + Ftper         1  0.000000 6.5385 -485.21
## 
## Step:  AIC=-489.27
## conf_winner ~ wab + barthag_rk + eFG + adj_d + adj_d_rk + ov_elite_sos + 
##     adj_o + nc_fut_sos
## 
##                Df Sum of Sq    RSS     AIC
## + EffHgt        1  0.127213 6.2456 -490.45
## + adj_o_rk      1  0.114062 6.2587 -490.12
## <none>                      6.3728 -489.27
## + AvgHgt        1  0.076281 6.2965 -489.17
## + eFGD.         1  0.071415 6.3014 -489.05
## + Blkper        1  0.071003 6.3018 -489.04
## + PPPDef        1  0.047364 6.3254 -488.45
## + threePRateD   1  0.047215 6.3256 -488.44
## + barthag       1  0.043706 6.3291 -488.36
## + twoPperD      1  0.036784 6.3360 -488.18
## + Exp           1  0.027565 6.3452 -487.95
## + threePRate    1  0.023262 6.3495 -487.85
## + FTRate        1  0.021163 6.3516 -487.79
## + threePperD    1  0.018984 6.3538 -487.74
## + PPPOff        1  0.017227 6.3555 -487.70
## + nc_elite_sos  1  0.014255 6.3585 -487.62
## + OpAstper      1  0.013796 6.3590 -487.61
## + TOVperD       1  0.011993 6.3608 -487.57
## + adj_t         1  0.009338 6.3634 -487.50
## + Op.Ftper      1  0.008720 6.3640 -487.49
## + Orebper       1  0.007734 6.3650 -487.46
## + threePper     1  0.007612 6.3652 -487.46
## + RawT          1  0.005766 6.3670 -487.41
## + OpORebper     1  0.005423 6.3673 -487.40
## + EliteSOS      1  0.005084 6.3677 -487.39
## + Talent        1  0.004966 6.3678 -487.39
## + adj_t_rk      1  0.004570 6.3682 -487.38
## + Adj.T         1  0.003643 6.3691 -487.36
## + TOVper        1  0.003236 6.3695 -487.35
## + Ftper         1  0.003116 6.3697 -487.35
## + twoPper       1  0.002418 6.3703 -487.33
## + FTRateD       1  0.001539 6.3712 -487.31
## + ov_fut_sos    1  0.000743 6.3720 -487.29
## + ov_cur_sos    1  0.000743 6.3720 -487.29
## + Blkedper      1  0.000233 6.3725 -487.27
## + Astper        1  0.000219 6.3725 -487.27
## 
## Step:  AIC=-490.45
## conf_winner ~ wab + barthag_rk + eFG + adj_d + adj_d_rk + ov_elite_sos + 
##     adj_o + nc_fut_sos + EffHgt
## 
##                Df Sum of Sq    RSS     AIC
## <none>                      6.2456 -490.45
## + adj_o_rk      1  0.071320 6.1742 -490.27
## + FTRate        1  0.041500 6.2041 -489.51
## + PPPDef        1  0.039845 6.2057 -489.47
## + barthag       1  0.039236 6.2063 -489.45
## + eFGD.         1  0.035418 6.2101 -489.35
## + threePperD    1  0.034960 6.2106 -489.34
## + threePRateD   1  0.034038 6.2115 -489.32
## + Exp           1  0.028259 6.2173 -489.17
## + TOVper        1  0.020657 6.2249 -488.98
## + Blkper        1  0.019017 6.2265 -488.94
## + adj_t         1  0.017479 6.2281 -488.90
## + PPPOff        1  0.016641 6.2289 -488.88
## + nc_elite_sos  1  0.016228 6.2293 -488.87
## + RawT          1  0.013995 6.2316 -488.81
## + adj_t_rk      1  0.013831 6.2317 -488.80
## + OpORebper     1  0.012102 6.2335 -488.76
## + Adj.T         1  0.011498 6.2341 -488.75
## + EliteSOS      1  0.011432 6.2341 -488.74
## + threePRate    1  0.009056 6.2365 -488.68
## + twoPperD      1  0.005621 6.2399 -488.60
## + Blkedper      1  0.004510 6.2410 -488.57
## + threePper     1  0.003719 6.2418 -488.55
## + OpAstper      1  0.003409 6.2421 -488.54
## + Op.Ftper      1  0.002381 6.2432 -488.51
## + Ftper         1  0.001694 6.2439 -488.50
## + AvgHgt        1  0.001179 6.2444 -488.48
## + Orebper       1  0.000906 6.2446 -488.48
## + ov_fut_sos    1  0.000590 6.2450 -488.47
## + ov_cur_sos    1  0.000590 6.2450 -488.47
## + twoPper       1  0.000334 6.2452 -488.46
## + Astper        1  0.000271 6.2453 -488.46
## + FTRateD       1  0.000180 6.2454 -488.46
## + TOVperD       1  0.000081 6.2455 -488.46
## + Talent        1  0.000007 6.2455 -488.45
#accuracy
BE.lm.forward.pred <- predict(BE.lm.forward, BE_valid.df, na.action = na.pass)
accuracy(BE.lm.forward.pred, BE_valid.df$conf_winner)
##                  ME      RMSE       MAE MPE MAPE
## Test set 0.07770275 0.3136808 0.1871447 NaN  Inf

Stepwise Selection

BE.lm.stepwise <- step(BE.lm, direction = 'both')
## Start:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_fut_sos    1 0.0000000058057  84
## - FTRate        1 0.0000000058120  84
## - Blkedper      1 0.0000000058140  84
## - Astper        1 0.0000000058223  84
## - threePRate    1 0.0000000058294  84
## - Adj.T         1 0.0000000058417  84
## - adj_t         1 0.0000000058423  84
## - adj_o_rk      1 0.0000000058471  84
## - eFGD.         1 0.0000000058508  84
## - Blkper        1 0.0000000058588  84
## - nc_elite_sos  1 0.0000000058763  84
## - nc_fut_sos    1 0.0000000058951  84
## - AvgHgt        1 0.0000000059029  84
## - adj_o         1 0.0000000059058  84
## - PPPOff        1 0.0000000059237  84
## - threePperD    1 0.0000000059333  84
## - twoPperD      1 0.0000000059368  84
## - RawT          1 0.0000000059398  84
## - threePRateD   1 0.0000000059436  84
## - Orebper       1 0.0000000059852  84
## - EffHgt        1 0.0000000060437  84
## - Exp           1 0.0000000060645  84
## - Talent        1 0.0000000060648  84
## - OpORebper     1 0.0000000060835  84
## - adj_t_rk      1 0.0000000060991  84
## - Ftper         1 0.0000000061401  84
## - TOVperD       1 0.0000000061517  84
## - TOVper        1 0.0000000061613  84
## - Op.Ftper      1 0.0000000061845  84
## - EliteSOS      1 0.0000000062007  84
## - PPPDef        1 0.0000000062096  84
## - twoPper       1 0.0000000062098  84
## - threePper     1 0.0000000062166  84
## - adj_d_rk      1 0.0000000062242  84
## - barthag_rk    1 0.0000000063009  84
## - OpAstper      1 0.0000000063314  84
## - ov_elite_sos  1 0.0000000063719  84
## - FTRateD       1 0.0000000064751  84
## - adj_d         1 0.0000000066029  84
## - wab           1 0.0000000066083  84
## - barthag       1 0.0000000066197  84
## - eFG           1 0.0000000068151  84
## <none>            0.0000000058091  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - FTRate        1 0.0000000058111  82
## - Astper        1 0.0000000058132  82
## - Blkedper      1 0.0000000058182  82
## - threePRate    1 0.0000000058273  82
## - adj_t         1 0.0000000058311  82
## - Adj.T         1 0.0000000058340  82
## - adj_o_rk      1 0.0000000058380  82
## - eFGD.         1 0.0000000058531  82
## - Blkper        1 0.0000000058559  82
## - nc_elite_sos  1 0.0000000058961  82
## - adj_o         1 0.0000000059141  82
## - AvgHgt        1 0.0000000059212  82
## - threePperD    1 0.0000000059371  82
## - RawT          1 0.0000000059374  82
## - PPPOff        1 0.0000000059376  82
## - threePRateD   1 0.0000000059395  82
## - twoPperD      1 0.0000000059432  82
## - Orebper       1 0.0000000059973  82
## - Talent        1 0.0000000060613  82
## - Exp           1 0.0000000061172  82
## - adj_t_rk      1 0.0000000061254  82
## - OpORebper     1 0.0000000061652  82
## - Op.Ftper      1 0.0000000061685  82
## - EffHgt        1 0.0000000061748  82
## - PPPDef        1 0.0000000062004  82
## - nc_fut_sos    1 0.0000000062177  82
## - adj_d_rk      1 0.0000000062268  82
## - EliteSOS      1 0.0000000062310  82
## - TOVper        1 0.0000000062373  82
## - TOVperD       1 0.0000000062389  82
## - twoPper       1 0.0000000062434  82
## - threePper     1 0.0000000062533  82
## - Ftper         1 0.0000000063137  82
## - OpAstper      1 0.0000000063317  82
## - barthag_rk    1 0.0000000063886  82
## - ov_elite_sos  1 0.0000000064557  82
## - adj_d         1 0.0000000066166  82
## - wab           1 0.0000000066281  82
## - FTRateD       1 0.0000000066500  82
## - barthag       1 0.0000000067405  82
## - eFG           1 0.0000000067934  82
## <none>            0.0000000058057  84
## + ov_fut_sos    1 0.0000000058091  86
## + ov_cur_sos    1 0.0000000058091  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + eFG + eFGD. + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Astper        1 0.0000000058112  80
## - Blkedper      1 0.0000000058248  80
## - adj_t         1 0.0000000058267  80
## - Adj.T         1 0.0000000058442  80
## - eFGD.         1 0.0000000058480  80
## - adj_o_rk      1 0.0000000058649  80
## - threePRate    1 0.0000000058748  80
## - nc_elite_sos  1 0.0000000059018  80
## - adj_o         1 0.0000000059073  80
## - threePperD    1 0.0000000059377  80
## - threePRateD   1 0.0000000059403  80
## - Blkper        1 0.0000000059416  80
## - twoPperD      1 0.0000000059430  80
## - AvgHgt        1 0.0000000059504  80
## - RawT          1 0.0000000059655  80
## - Talent        1 0.0000000060704  80
## - adj_t_rk      1 0.0000000061515  80
## - EffHgt        1 0.0000000061951  80
## - adj_d_rk      1 0.0000000062323  80
## - PPPOff        1 0.0000000062366  80
## - Exp           1 0.0000000062391  80
## - twoPper       1 0.0000000062450  80
## - nc_fut_sos    1 0.0000000062544  80
## - threePper     1 0.0000000062886  80
## - TOVperD       1 0.0000000062973  80
## - EliteSOS      1 0.0000000062976  80
## - OpAstper      1 0.0000000063658  80
## - Op.Ftper      1 0.0000000064131  80
## - barthag_rk    1 0.0000000064152  80
## - OpORebper     1 0.0000000064266  80
## - PPPDef        1 0.0000000064509  80
## - ov_elite_sos  1 0.0000000064791  80
## - FTRateD       1 0.0000000066918  80
## - Ftper         1 0.0000000067135  80
## - barthag       1 0.0000000068100  80
## - adj_d         1 0.0000000069072  80
## - Orebper       1 0.0000000069152  80
## - wab           1 0.0000000069992  80
## - eFG           1 0.0000000072057  80
## - TOVper        1 0.0000000080727  80
## <none>            0.0000000058111  82
## + FTRate        1 0.0000000058057  84
## + ov_fut_sos    1 0.0000000058120  84
## + ov_cur_sos    1 0.0000000058120  84
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + eFG + eFGD. + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_t         1 0.0000000058230  78
## - Blkedper      1 0.0000000058394  78
## - Adj.T         1 0.0000000058672  78
## - adj_o_rk      1 0.0000000058696  78
## - eFGD.         1 0.0000000058755  78
## - threePRate    1 0.0000000058893  78
## - nc_elite_sos  1 0.0000000059155  78
## - adj_o         1 0.0000000059415  78
## - threePRateD   1 0.0000000059565  78
## - RawT          1 0.0000000059641  78
## - Blkper        1 0.0000000059695  78
## - threePperD    1 0.0000000059818  78
## - twoPperD      1 0.0000000059858  78
## - AvgHgt        1 0.0000000060194  78
## - Talent        1 0.0000000061146  78
## - EffHgt        1 0.0000000061979  78
## - adj_t_rk      1 0.0000000062123  78
## - Exp           1 0.0000000062437  78
## - PPPOff        1 0.0000000062460  78
## - adj_d_rk      1 0.0000000062770  78
## - twoPper       1 0.0000000062772  78
## - EliteSOS      1 0.0000000062978  78
## - threePper     1 0.0000000063044  78
## - TOVperD       1 0.0000000063294  78
## - nc_fut_sos    1 0.0000000063538  78
## - OpORebper     1 0.0000000064294  78
## - Op.Ftper      1 0.0000000064303  78
## - barthag_rk    1 0.0000000064474  78
## - PPPDef        1 0.0000000064603  78
## - OpAstper      1 0.0000000064731  78
## - ov_elite_sos  1 0.0000000065203  78
## - FTRateD       1 0.0000000067005  78
## - Ftper         1 0.0000000068753  78
## - barthag       1 0.0000000068833  78
## - adj_d         1 0.0000000069223  78
## - Orebper       1 0.0000000069539  78
## - wab           1 0.0000000070253  78
## - eFG           1 0.0000000072407  78
## - TOVper        1 0.0000000080796  78
## <none>            0.0000000058112  80
## + Astper        1 0.0000000058111  82
## + ov_fut_sos    1 0.0000000058130  82
## + ov_cur_sos    1 0.0000000058130  82
## + FTRate        1 0.0000000058132  82
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + OpAstper + threePRate + threePRateD + Adj.T + 
##     AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Blkedper      1 0.0000000058545  76
## - Adj.T         1 0.0000000058722  76
## - adj_o_rk      1 0.0000000059039  76
## - threePRate    1 0.0000000059051  76
## - eFGD.         1 0.0000000059129  76
## - adj_o         1 0.0000000059658  76
## - nc_elite_sos  1 0.0000000060042  76
## - threePRateD   1 0.0000000060174  76
## - Blkper        1 0.0000000061378  76
## - Talent        1 0.0000000061488  76
## - AvgHgt        1 0.0000000061795  76
## - EffHgt        1 0.0000000062210  76
## - threePperD    1 0.0000000062598  76
## - adj_t_rk      1 0.0000000062623  76
## - twoPperD      1 0.0000000062639  76
## - RawT          1 0.0000000062816  76
## - twoPper       1 0.0000000063170  76
## - TOVperD       1 0.0000000063390  76
## - nc_fut_sos    1 0.0000000063727  76
## - threePper     1 0.0000000064229  76
## - PPPDef        1 0.0000000064533  76
## - OpORebper     1 0.0000000064548  76
## - adj_d_rk      1 0.0000000064674  76
## - EliteSOS      1 0.0000000065140  76
## - barthag_rk    1 0.0000000065573  76
## - OpAstper      1 0.0000000065643  76
## - Op.Ftper      1 0.0000000065771  76
## - Exp           1 0.0000000067148  76
## - FTRateD       1 0.0000000067585  76
## - barthag       1 0.0000000069264  76
## - adj_d         1 0.0000000069310  76
## - ov_elite_sos  1 0.0000000069400  76
## - wab           1 0.0000000070664  76
## - PPPOff        1 0.0000000071949  76
## - Ftper         1 0.0000000073046  76
## - eFG           1 0.0000000074580  76
## - Orebper       1 0.0000000081374  76
## - TOVper        1 0.0000000093278  76
## <none>            0.0000000058230  78
## + adj_t         1 0.0000000058112  80
## + FTRate        1 0.0000000058252  80
## + Astper        1 0.0000000058267  80
## + ov_fut_sos    1 0.0000000058279  80
## + ov_cur_sos    1 0.0000000058279  80
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Adj.T         1 0.0000000059050  74
## - adj_o_rk      1 0.0000000059403  74
## - eFGD.         1 0.0000000059791  74
## - threePRate    1 0.0000000059831  74
## - adj_o         1 0.0000000060464  74
## - threePRateD   1 0.0000000060867  74
## - nc_elite_sos  1 0.0000000060875  74
## - Blkper        1 0.0000000061598  74
## - AvgHgt        1 0.0000000061883  74
## - Talent        1 0.0000000062165  74
## - EffHgt        1 0.0000000062262  74
## - threePperD    1 0.0000000062711  74
## - twoPperD      1 0.0000000062768  74
## - adj_t_rk      1 0.0000000062969  74
## - TOVperD       1 0.0000000063350  74
## - RawT          1 0.0000000063548  74
## - nc_fut_sos    1 0.0000000063776  74
## - OpORebper     1 0.0000000064526  74
## - PPPDef        1 0.0000000064562  74
## - twoPper       1 0.0000000064666  74
## - adj_d_rk      1 0.0000000064894  74
## - EliteSOS      1 0.0000000065723  74
## - Op.Ftper      1 0.0000000065749  74
## - barthag_rk    1 0.0000000065928  74
## - threePper     1 0.0000000065941  74
## - OpAstper      1 0.0000000066359  74
## - Exp           1 0.0000000067435  74
## - FTRateD       1 0.0000000068184  74
## - adj_d         1 0.0000000069403  74
## - barthag       1 0.0000000069866  74
## - ov_elite_sos  1 0.0000000070756  74
## - wab           1 0.0000000071613  74
## - PPPOff        1 0.0000000072143  74
## - Ftper         1 0.0000000073864  74
## - eFG           1 0.0000000075037  74
## - Orebper       1 0.0000000081560  74
## - TOVper        1 0.0000000094529  74
## <none>            0.0000000058545  76
## + Blkedper      1 0.0000000058230  78
## + adj_t         1 0.0000000058394  78
## + FTRate        1 0.0000000058408  78
## + ov_fut_sos    1 0.0000000058470  78
## + ov_cur_sos    1 0.0000000058470  78
## + Astper        1 0.0000000058509  78
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     OpAstper + threePRate + threePRateD + AvgHgt + EffHgt + Exp + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_o_rk      1 0.0000000059690  72
## - eFGD.         1 0.0000000060252  72
## - adj_o         1 0.0000000060813  72
## - nc_elite_sos  1 0.0000000060903  72
## - threePRate    1 0.0000000061185  72
## - threePRateD   1 0.0000000061454  72
## - Blkper        1 0.0000000061868  72
## - AvgHgt        1 0.0000000063032  72
## - Talent        1 0.0000000063245  72
## - EffHgt        1 0.0000000063310  72
## - nc_fut_sos    1 0.0000000063766  72
## - twoPperD      1 0.0000000063838  72
## - threePperD    1 0.0000000063933  72
## - adj_t_rk      1 0.0000000064898  72
## - OpORebper     1 0.0000000064972  72
## - RawT          1 0.0000000065108  72
## - adj_d_rk      1 0.0000000065123  72
## - PPPDef        1 0.0000000065182  72
## - TOVperD       1 0.0000000065251  72
## - twoPper       1 0.0000000065865  72
## - Op.Ftper      1 0.0000000065997  72
## - EliteSOS      1 0.0000000066255  72
## - OpAstper      1 0.0000000066316  72
## - threePper     1 0.0000000066774  72
## - Exp           1 0.0000000067469  72
## - barthag_rk    1 0.0000000068788  72
## - adj_d         1 0.0000000069922  72
## - FTRateD       1 0.0000000069987  72
## - ov_elite_sos  1 0.0000000071068  72
## - wab           1 0.0000000071680  72
## - PPPOff        1 0.0000000072561  72
## - Ftper         1 0.0000000074020  72
## - barthag       1 0.0000000075195  72
## - eFG           1 0.0000000079118  72
## - Orebper       1 0.0000000081688  72
## - TOVper        1 0.0000000095674  72
## <none>            0.0000000059050  74
## + Adj.T         1 0.0000000058545  76
## + Blkedper      1 0.0000000058722  76
## + FTRate        1 0.0000000058969  76
## + Astper        1 0.0000000059003  76
## + adj_t         1 0.0000000059013  76
## + ov_fut_sos    1 0.0000000059062  76
## + ov_cur_sos    1 0.0000000059062  76
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     OpAstper + threePRate + threePRateD + AvgHgt + EffHgt + Exp + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_o         1 0.0000000061497  70
## - eFGD.         1 0.0000000061634  70
## - nc_elite_sos  1 0.0000000061863  70
## - Blkper        1 0.0000000061979  70
## - threePRate    1 0.0000000062058  70
## - threePRateD   1 0.0000000062595  70
## - Talent        1 0.0000000063416  70
## - nc_fut_sos    1 0.0000000064007  70
## - AvgHgt        1 0.0000000064010  70
## - threePperD    1 0.0000000064291  70
## - EffHgt        1 0.0000000064410  70
## - twoPperD      1 0.0000000064446  70
## - OpORebper     1 0.0000000065072  70
## - TOVperD       1 0.0000000065308  70
## - PPPDef        1 0.0000000065630  70
## - adj_t_rk      1 0.0000000065710  70
## - RawT          1 0.0000000065822  70
## - adj_d_rk      1 0.0000000065864  70
## - Op.Ftper      1 0.0000000066576  70
## - twoPper       1 0.0000000066698  70
## - threePper     1 0.0000000067422  70
## - OpAstper      1 0.0000000067992  70
## - EliteSOS      1 0.0000000068231  70
## - Exp           1 0.0000000068981  70
## - barthag_rk    1 0.0000000069150  70
## - FTRateD       1 0.0000000070231  70
## - wab           1 0.0000000071914  70
## - PPPOff        1 0.0000000073078  70
## - Ftper         1 0.0000000074261  70
## - ov_elite_sos  1 0.0000000074653  70
## - adj_d         1 0.0000000074841  70
## - barthag       1 0.0000000075745  70
## - eFG           1 0.0000000079289  70
## - Orebper       1 0.0000000084769  70
## - TOVper        1 0.0000000100490  70
## <none>            0.0000000059690  72
## + adj_o_rk      1 0.0000000059050  74
## + Blkedper      1 0.0000000059104  74
## + FTRate        1 0.0000000059349  74
## + Adj.T         1 0.0000000059403  74
## + Astper        1 0.0000000059535  74
## + adj_t         1 0.0000000059582  74
## + ov_fut_sos    1 0.0000000059739  74
## + ov_cur_sos    1 0.0000000059739  74
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=70
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk + 
##     wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + eFG + eFGD. + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + OpAstper + 
##     threePRate + threePRateD + AvgHgt + EffHgt + Exp + Talent + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - eFGD.         1 0.0000000061861  68
## - threePRate    1 0.0000000062281  68
## - Talent        1 0.0000000063754  68
## - threePperD    1 0.0000000064437  68
## - threePRateD   1 0.0000000064541  68
## - Blkper        1 0.0000000064548  68
## - twoPperD      1 0.0000000064559  68
## - AvgHgt        1 0.0000000064597  68
## - nc_elite_sos  1 0.0000000064877  68
## - PPPDef        1 0.0000000065845  68
## - TOVperD       1 0.0000000065919  68
## - twoPper       1 0.0000000066801  68
## - OpORebper     1 0.0000000066861  68
## - adj_t_rk      1 0.0000000066944  68
## - EffHgt        1 0.0000000067158  68
## - threePper     1 0.0000000067556  68
## - RawT          1 0.0000000068157  68
## - OpAstper      1 0.0000000068456  68
## - Op.Ftper      1 0.0000000068700  68
## - Exp           1 0.0000000069132  68
## - nc_fut_sos    1 0.0000000069639  68
## - barthag_rk    1 0.0000000070651  68
## - FTRateD       1 0.0000000071680  68
## - EliteSOS      1 0.0000000072638  68
## - adj_d_rk      1 0.0000000072735  68
## - wab           1 0.0000000072917  68
## - adj_d         1 0.0000000075244  68
## - barthag       1 0.0000000076041  68
## - ov_elite_sos  1 0.0000000076248  68
## - Ftper         1 0.0000000079113  68
## - eFG           1 0.0000000080140  68
## - PPPOff        1 0.0000000087912  68
## - Orebper       1 0.0000000090832  68
## - TOVper        1 0.0000000101694  68
## <none>            0.0000000061497  70
## + adj_o         1 0.0000000059690  72
## + FTRate        1 0.0000000060467  72
## + adj_t         1 0.0000000060553  72
## + adj_o_rk      1 0.0000000060813  72
## + Blkedper      1 0.0000000060851  72
## + ov_fut_sos    1 0.0000000061130  72
## + ov_cur_sos    1 0.0000000061130  72
## + Adj.T         1 0.0000000061458  72
## + Astper        1 0.0000000061494  72
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=68
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk + 
##     wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + eFG + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + OpAstper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePRate    1 0.0000000062375  66
## - Talent        1 0.0000000064730  66
## - Blkper        1 0.0000000065002  66
## - nc_elite_sos  1 0.0000000065193  66
## - AvgHgt        1 0.0000000065317  66
## - threePRateD   1 0.0000000065382  66
## - threePperD    1 0.0000000066864  66
## - adj_t_rk      1 0.0000000067190  66
## - twoPper       1 0.0000000067576  66
## - RawT          1 0.0000000068314  66
## - twoPperD      1 0.0000000068314  66
## - EffHgt        1 0.0000000068525  66
## - threePper     1 0.0000000068602  66
## - OpAstper      1 0.0000000068686  66
## - OpORebper     1 0.0000000069228  66
## - Op.Ftper      1 0.0000000069291  66
## - nc_fut_sos    1 0.0000000069714  66
## - PPPDef        1 0.0000000069757  66
## - Exp           1 0.0000000069934  66
## - TOVperD       1 0.0000000070455  66
## - barthag_rk    1 0.0000000071221  66
## - EliteSOS      1 0.0000000072738  66
## - adj_d_rk      1 0.0000000072844  66
## - adj_d         1 0.0000000075741  66
## - wab           1 0.0000000076313  66
## - ov_elite_sos  1 0.0000000076315  66
## - barthag       1 0.0000000076470  66
## - FTRateD       1 0.0000000077612  66
## - Ftper         1 0.0000000079213  66
## - eFG           1 0.0000000082602  66
## - PPPOff        1 0.0000000091466  66
## - Orebper       1 0.0000000094189  66
## - TOVper        1 0.0000000109431  66
## <none>            0.0000000061861  68
## + adj_t         1 0.0000000060635  70
## + FTRate        1 0.0000000060828  70
## + adj_o_rk      1 0.0000000061001  70
## + Blkedper      1 0.0000000061122  70
## + eFGD.         1 0.0000000061497  70
## + adj_o         1 0.0000000061634  70
## + ov_fut_sos    1 0.0000000061664  70
## + ov_cur_sos    1 0.0000000061664  70
## + Adj.T         1 0.0000000061778  70
## + Astper        1 0.0000000061821  70
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=66
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk + 
##     wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + eFG + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + OpAstper + threePRateD + 
##     AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePRateD   1 0.0000000065421  64
## - nc_elite_sos  1 0.0000000065555  64
## - Blkper        1 0.0000000065912  64
## - Talent        1 0.0000000066099  64
## - AvgHgt        1 0.0000000067272  64
## - threePperD    1 0.0000000067339  64
## - twoPper       1 0.0000000067407  64
## - adj_t_rk      1 0.0000000067696  64
## - RawT          1 0.0000000068233  64
## - threePper     1 0.0000000068468  64
## - OpAstper      1 0.0000000068576  64
## - EffHgt        1 0.0000000068635  64
## - twoPperD      1 0.0000000068963  64
## - OpORebper     1 0.0000000069380  64
## - nc_fut_sos    1 0.0000000069592  64
## - Op.Ftper      1 0.0000000069599  64
## - Exp           1 0.0000000069993  64
## - PPPDef        1 0.0000000070109  64
## - TOVperD       1 0.0000000070436  64
## - barthag_rk    1 0.0000000071080  64
## - adj_d_rk      1 0.0000000072503  64
## - EliteSOS      1 0.0000000073310  64
## - barthag       1 0.0000000076296  64
## - ov_elite_sos  1 0.0000000076838  64
## - adj_d         1 0.0000000077979  64
## - wab           1 0.0000000078504  64
## - FTRateD       1 0.0000000079208  64
## - Ftper         1 0.0000000081229  64
## - eFG           1 0.0000000085263  64
## - PPPOff        1 0.0000000092488  64
## - Orebper       1 0.0000000094403  64
## - TOVper        1 0.0000000114074  64
## <none>            0.0000000062375  66
## + Blkedper      1 0.0000000061324  68
## + threePRate    1 0.0000000061861  68
## + Adj.T         1 0.0000000061988  68
## + adj_o_rk      1 0.0000000062038  68
## + adj_o         1 0.0000000062218  68
## + Astper        1 0.0000000062234  68
## + ov_fut_sos    1 0.0000000062241  68
## + ov_cur_sos    1 0.0000000062241  68
## + eFGD.         1 0.0000000062281  68
## + adj_t         1 0.0000000062290  68
## + FTRate        1 0.0000000062441  68
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=64
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk + 
##     wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + eFG + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + OpAstper + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_elite_sos  1 0.0000000066450  62
## - Talent        1 0.0000000067876  62
## - EffHgt        1 0.0000000068706  62
## - adj_t_rk      1 0.0000000068744  62
## - OpAstper      1 0.0000000068811  62
## - RawT          1 0.0000000069315  62
## - nc_fut_sos    1 0.0000000069632  62
## - twoPper       1 0.0000000069816  62
## - AvgHgt        1 0.0000000070065  62
## - Blkper        1 0.0000000070116  62
## - threePper     1 0.0000000072404  62
## - threePperD    1 0.0000000074120  62
## - twoPperD      1 0.0000000075461  62
## - barthag_rk    1 0.0000000076272  62
## - Op.Ftper      1 0.0000000076632  62
## - adj_d_rk      1 0.0000000077606  62
## - OpORebper     1 0.0000000077944  62
## - EliteSOS      1 0.0000000078041  62
## - Exp           1 0.0000000078358  62
## - adj_d         1 0.0000000079984  62
## - PPPDef        1 0.0000000080964  62
## - TOVperD       1 0.0000000081394  62
## - barthag       1 0.0000000081488  62
## - Ftper         1 0.0000000081605  62
## - ov_elite_sos  1 0.0000000083501  62
## - FTRateD       1 0.0000000083946  62
## - eFG           1 0.0000000085365  62
## - wab           1 0.0000000086871  62
## - PPPOff        1 0.0000000093075  62
## - Orebper       1 0.0000000094375  62
## - TOVper        1 0.0000000115059  62
## <none>            0.0000000065421  64
## + threePRateD   1 0.0000000062375  66
## + adj_o_rk      1 0.0000000062506  66
## + Blkedper      1 0.0000000063693  66
## + adj_t         1 0.0000000064048  66
## + FTRate        1 0.0000000064324  66
## + adj_o         1 0.0000000064361  66
## + Astper        1 0.0000000064381  66
## + eFGD.         1 0.0000000064519  66
## + Adj.T         1 0.0000000064702  66
## + ov_fut_sos    1 0.0000000064800  66
## + ov_cur_sos    1 0.0000000064800  66
## + threePRate    1 0.0000000065382  66
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=62
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk + 
##     wab + nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + OpAstper + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - EffHgt        1 0.0000000069500  60
## - RawT          1 0.0000000069897  60
## - Talent        1 0.0000000069926  60
## - adj_t_rk      1 0.0000000069931  60
## - nc_fut_sos    1 0.0000000070523  60
## - OpAstper      1 0.0000000070725  60
## - twoPper       1 0.0000000072217  60
## - AvgHgt        1 0.0000000072223  60
## - Blkper        1 0.0000000074134  60
## - barthag_rk    1 0.0000000076326  60
## - threePper     1 0.0000000076327  60
## - twoPperD      1 0.0000000076625  60
## - Op.Ftper      1 0.0000000077331  60
## - threePperD    1 0.0000000078682  60
## - EliteSOS      1 0.0000000078723  60
## - Exp           1 0.0000000080520  60
## - OpORebper     1 0.0000000080884  60
## - PPPDef        1 0.0000000081161  60
## - barthag       1 0.0000000081618  60
## - adj_d_rk      1 0.0000000082969  60
## - TOVperD       1 0.0000000083213  60
## - FTRateD       1 0.0000000084745  60
## - ov_elite_sos  1 0.0000000085176  60
## - adj_d         1 0.0000000086988  60
## - wab           1 0.0000000088857  60
## - eFG           1 0.0000000089099  60
## - Ftper         1 0.0000000089992  60
## - PPPOff        1 0.0000000093243  60
## - Orebper       1 0.0000000094417  60
## - TOVper        1 0.0000000114412  60
## <none>            0.0000000066450  62
## + adj_o_rk      1 0.0000000063040  64
## + Adj.T         1 0.0000000064610  64
## + adj_o         1 0.0000000064762  64
## + adj_t         1 0.0000000065258  64
## + nc_elite_sos  1 0.0000000065421  64
## + Astper        1 0.0000000065469  64
## + threePRateD   1 0.0000000065555  64
## + ov_fut_sos    1 0.0000000065718  64
## + ov_cur_sos    1 0.0000000065718  64
## + threePRate    1 0.0000000065839  64
## + Blkedper      1 0.0000000065847  64
## + FTRate        1 0.0000000066323  64
## + eFGD.         1 0.0000000066374  64
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=60
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk + 
##     wab + nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + OpAstper + AvgHgt + Exp + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - OpAstper      1 0.0000000070678  58
## - adj_t_rk      1 0.0000000072106  58
## - RawT          1 0.0000000073044  58
## - nc_fut_sos    1 0.0000000075895  58
## - Talent        1 0.0000000077181  58
## - twoPper       1 0.0000000078009  58
## - twoPperD      1 0.0000000078704  58
## - Blkper        1 0.0000000081089  58
## - Op.Ftper      1 0.0000000081336  58
## - Exp           1 0.0000000081995  58
## - threePper     1 0.0000000082026  58
## - threePperD    1 0.0000000083256  58
## - PPPDef        1 0.0000000083621  58
## - TOVperD       1 0.0000000086190  58
## - barthag_rk    1 0.0000000086211  58
## - OpORebper     1 0.0000000086597  58
## - EliteSOS      1 0.0000000087066  58
## - FTRateD       1 0.0000000087689  58
## - adj_d         1 0.0000000091281  58
## - barthag       1 0.0000000091589  58
## - ov_elite_sos  1 0.0000000093775  58
## - adj_d_rk      1 0.0000000094671  58
## - Ftper         1 0.0000000098418  58
## - eFG           1 0.0000000105257  58
## - PPPOff        1 0.0000000107582  58
## - AvgHgt        1 0.0000000109336  58
## - Orebper       1 0.0000000113580  58
## - wab           1 0.0000000115180  58
## - TOVper        1 0.0000000125991  58
## <none>            0.0000000069500  60
## + adj_t         1 0.0000000066418  62
## + EffHgt        1 0.0000000066450  62
## + adj_o         1 0.0000000067509  62
## + adj_o_rk      1 0.0000000067883  62
## + eFGD.         1 0.0000000067933  62
## + ov_fut_sos    1 0.0000000068607  62
## + ov_cur_sos    1 0.0000000068607  62
## + nc_elite_sos  1 0.0000000068706  62
## + Adj.T         1 0.0000000068887  62
## + threePRate    1 0.0000000069201  62
## + Blkedper      1 0.0000000069213  62
## + Astper        1 0.0000000069242  62
## + threePRateD   1 0.0000000069352  62
## + FTRate        1 0.0000000069500  62
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=58
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk + 
##     wab + nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + AvgHgt + Exp + Talent + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_t_rk      1 0.0000000074199  56
## - RawT          1 0.0000000075393  56
## - Talent        1 0.0000000078038  56
## - twoPper       1 0.0000000078681  56
## - twoPperD      1 0.0000000080287  56
## - nc_fut_sos    1 0.0000000081163  56
## - Op.Ftper      1 0.0000000082050  56
## - Blkper        1 0.0000000082051  56
## - threePper     1 0.0000000082192  56
## - threePperD    1 0.0000000084192  56
## - PPPDef        1 0.0000000085048  56
## - Exp           1 0.0000000085911  56
## - barthag_rk    1 0.0000000086591  56
## - TOVperD       1 0.0000000089178  56
## - OpORebper     1 0.0000000090263  56
## - FTRateD       1 0.0000000090509  56
## - barthag       1 0.0000000091611  56
## - adj_d         1 0.0000000095284  56
## - adj_d_rk      1 0.0000000096565  56
## - EliteSOS      1 0.0000000100023  56
## - eFG           1 0.0000000105486  56
## - Ftper         1 0.0000000107058  56
## - ov_elite_sos  1 0.0000000108055  56
## - AvgHgt        1 0.0000000111775  56
## - wab           1 0.0000000119432  56
## - PPPOff        1 0.0000000142167  56
## - TOVper        1 0.0000000147988  56
## - Orebper       1 0.0000000156068  56
## <none>            0.0000000070678  58
## + adj_t         1 0.0000000067805  60
## + adj_o         1 0.0000000068946  60
## + adj_o_rk      1 0.0000000069157  60
## + nc_elite_sos  1 0.0000000069243  60
## + OpAstper      1 0.0000000069500  60
## + ov_fut_sos    1 0.0000000069722  60
## + ov_cur_sos    1 0.0000000069722  60
## + threePRateD   1 0.0000000070196  60
## + eFGD.         1 0.0000000070231  60
## + Adj.T         1 0.0000000070426  60
## + FTRate        1 0.0000000070497  60
## + Astper        1 0.0000000070508  60
## + Blkedper      1 0.0000000070656  60
## + threePRate    1 0.0000000070720  60
## + EffHgt        1 0.0000000070725  60
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=56
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + AvgHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Talent        1 0.0000000078847  54
## - RawT          1 0.0000000080015  54
## - twoPper       1 0.0000000080080  54
## - threePper     1 0.0000000082458  54
## - Blkper        1 0.0000000083193  54
## - twoPperD      1 0.0000000083314  54
## - nc_fut_sos    1 0.0000000085077  54
## - Op.Ftper      1 0.0000000085232  54
## - threePperD    1 0.0000000085754  54
## - Exp           1 0.0000000088959  54
## - barthag_rk    1 0.0000000089015  54
## - PPPDef        1 0.0000000089965  54
## - TOVperD       1 0.0000000091154  54
## - OpORebper     1 0.0000000091733  54
## - FTRateD       1 0.0000000097111  54
## - barthag       1 0.0000000097275  54
## - EliteSOS      1 0.0000000104215  54
## - eFG           1 0.0000000105598  54
## - ov_elite_sos  1 0.0000000112711  54
## - AvgHgt        1 0.0000000113137  54
## - adj_d_rk      1 0.0000000115194  54
## - Ftper         1 0.0000000115479  54
## - adj_d         1 0.0000000118283  54
## - wab           1 0.0000000143349  54
## - PPPOff        1 0.0000000165975  54
## - Orebper       1 0.0000000166579  54
## - TOVper        1 0.0000000191094  54
## <none>            0.0000000074199  56
## + adj_t_rk      1 0.0000000070678  58
## + OpAstper      1 0.0000000072106  58
## + adj_o         1 0.0000000072670  58
## + nc_elite_sos  1 0.0000000073061  58
## + adj_o_rk      1 0.0000000073115  58
## + threePRateD   1 0.0000000073155  58
## + threePRate    1 0.0000000073248  58
## + FTRate        1 0.0000000073492  58
## + Blkedper      1 0.0000000073746  58
## + Astper        1 0.0000000073832  58
## + ov_fut_sos    1 0.0000000073951  58
## + ov_cur_sos    1 0.0000000073951  58
## + Adj.T         1 0.0000000073985  58
## + eFGD.         1 0.0000000074006  58
## + adj_t         1 0.0000000074085  58
## + EffHgt        1 0.0000000074254  58
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=54
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - twoPper       1 0.0000000082579  52
## - Op.Ftper      1 0.0000000085028  52
## - twoPperD      1 0.0000000085030  52
## - nc_fut_sos    1 0.0000000085727  52
## - RawT          1 0.0000000087946  52
## - threePperD    1 0.0000000088453  52
## - PPPDef        1 0.0000000090665  52
## - threePper     1 0.0000000090752  52
## - Exp           1 0.0000000090920  52
## - TOVperD       1 0.0000000092320  52
## - barthag_rk    1 0.0000000092964  52
## - OpORebper     1 0.0000000095180  52
## - Blkper        1 0.0000000095958  52
## - FTRateD       1 0.0000000097868  52
## - barthag       1 0.0000000099751  52
## - EliteSOS      1 0.0000000110838  52
## - Ftper         1 0.0000000114923  52
## - adj_d_rk      1 0.0000000115892  52
## - AvgHgt        1 0.0000000116705  52
## - eFG           1 0.0000000119253  52
## - ov_elite_sos  1 0.0000000122251  52
## - adj_d         1 0.0000000128150  52
## - wab           1 0.0000000147703  52
## - PPPOff        1 0.0000000164323  52
## - Orebper       1 0.0000000166423  52
## - TOVper        1 0.0000000191399  52
## <none>            0.0000000078847  54
## + Talent        1 0.0000000074199  56
## + threePRateD   1 0.0000000076482  56
## + Blkedper      1 0.0000000076766  56
## + adj_o         1 0.0000000076822  56
## + adj_t         1 0.0000000077011  56
## + Astper        1 0.0000000077051  56
## + adj_o_rk      1 0.0000000077186  56
## + nc_elite_sos  1 0.0000000077257  56
## + FTRate        1 0.0000000077437  56
## + EffHgt        1 0.0000000077438  56
## + OpAstper      1 0.0000000077634  56
## + Adj.T         1 0.0000000077991  56
## + eFGD.         1 0.0000000078018  56
## + adj_t_rk      1 0.0000000078038  56
## + ov_fut_sos    1 0.0000000078328  56
## + ov_cur_sos    1 0.0000000078328  56
## + threePRate    1 0.0000000078578  56
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=52
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPperD + threePper + threePperD + 
##     Blkper + AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_fut_sos    1 0.0000000086254  50
## - Op.Ftper      1 0.0000000087342  50
## - RawT          1 0.0000000089724  50
## - Exp           1 0.0000000090665  50
## - twoPperD      1 0.0000000090947  50
## - threePperD    1 0.0000000092100  50
## - Blkper        1 0.0000000096409  50
## - threePper     1 0.0000000097955  50
## - OpORebper     1 0.0000000104316  50
## - TOVperD       1 0.0000000105219  50
## - PPPDef        1 0.0000000106052  50
## - FTRateD       1 0.0000000106709  50
## - barthag_rk    1 0.0000000107892  50
## - barthag       1 0.0000000118004  50
## - EliteSOS      1 0.0000000119190  50
## - adj_d_rk      1 0.0000000121062  50
## - AvgHgt        1 0.0000000124247  50
## - Ftper         1 0.0000000133705  50
## - ov_elite_sos  1 0.0000000135618  50
## - wab           1 0.0000000171499  50
## - adj_d         1 0.0000000175002  50
## - Orebper       1 0.0000000189009  50
## - eFG           1 0.0000000194355  50
## - PPPOff        1 0.0000000215193  50
## - TOVper        1 0.0000000240799  50
## <none>            0.0000000082579  52
## + twoPper       1 0.0000000078847  54
## + Blkedper      1 0.0000000079447  54
## + Talent        1 0.0000000080080  54
## + adj_t         1 0.0000000081113  54
## + Adj.T         1 0.0000000081133  54
## + ov_fut_sos    1 0.0000000081307  54
## + ov_cur_sos    1 0.0000000081307  54
## + EffHgt        1 0.0000000081377  54
## + OpAstper      1 0.0000000081425  54
## + threePRate    1 0.0000000081735  54
## + adj_o_rk      1 0.0000000081738  54
## + nc_elite_sos  1 0.0000000082098  54
## + adj_o         1 0.0000000082207  54
## + eFGD.         1 0.0000000082320  54
## + threePRateD   1 0.0000000082326  54
## + adj_t_rk      1 0.0000000082380  54
## + FTRate        1 0.0000000082528  54
## + Astper        1 0.0000000082612  54
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=50
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePper + threePperD + Blkper + 
##     AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Exp           1 0.0000000092217  48
## - RawT          1 0.0000000096716  48
## - threePper     1 0.0000000098002  48
## - Blkper        1 0.0000000098037  48
## - twoPperD      1 0.0000000099015  48
## - Op.Ftper      1 0.0000000100266  48
## - threePperD    1 0.0000000105442  48
## - FTRateD       1 0.0000000107128  48
## - TOVperD       1 0.0000000111012  48
## - PPPDef        1 0.0000000112256  48
## - OpORebper     1 0.0000000113929  48
## - barthag_rk    1 0.0000000131105  48
## - adj_d_rk      1 0.0000000133130  48
## - EliteSOS      1 0.0000000133534  48
## - AvgHgt        1 0.0000000134672  48
## - Ftper         1 0.0000000138005  48
## - ov_elite_sos  1 0.0000000143319  48
## - barthag       1 0.0000000155726  48
## - adj_d         1 0.0000000187383  48
## - Orebper       1 0.0000000196392  48
## - eFG           1 0.0000000196639  48
## - wab           1 0.0000000213926  48
## - PPPOff        1 0.0000000232610  48
## - TOVper        1 0.0000000252383  48
## <none>            0.0000000086254  50
## + ov_fut_sos    1 0.0000000081778  52
## + ov_cur_sos    1 0.0000000081778  52
## + nc_fut_sos    1 0.0000000082579  52
## + nc_cur_sos    1 0.0000000082579  52
## + OpAstper      1 0.0000000082866  52
## + Blkedper      1 0.0000000084236  52
## + eFGD.         1 0.0000000085436  52
## + EffHgt        1 0.0000000085619  52
## + nc_elite_sos  1 0.0000000085658  52
## + twoPper       1 0.0000000085727  52
## + adj_t_rk      1 0.0000000085791  52
## + Talent        1 0.0000000085800  52
## + adj_t         1 0.0000000085806  52
## + adj_o         1 0.0000000085895  52
## + adj_o_rk      1 0.0000000086027  52
## + FTRate        1 0.0000000086144  52
## + Adj.T         1 0.0000000086213  52
## + Astper        1 0.0000000086234  52
## + threePRateD   1 0.0000000086278  52
## + threePRate    1 0.0000000086285  52
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=48
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePper + threePperD + Blkper + 
##     AvgHgt + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePper     1 0.0000000098007  46
## - Blkper        1 0.0000000098074  46
## - twoPperD      1 0.0000000098858  46
## - RawT          1 0.0000000099835  46
## - Op.Ftper      1 0.0000000103124  46
## - threePperD    1 0.0000000105714  46
## - FTRateD       1 0.0000000108675  46
## - TOVperD       1 0.0000000111208  46
## - PPPDef        1 0.0000000112523  46
## - OpORebper     1 0.0000000113920  46
## - EliteSOS      1 0.0000000135329  46
## - Ftper         1 0.0000000138995  46
## - barthag_rk    1 0.0000000140268  46
## - AvgHgt        1 0.0000000143391  46
## - ov_elite_sos  1 0.0000000152620  46
## - adj_d_rk      1 0.0000000162284  46
## - barthag       1 0.0000000165285  46
## - Orebper       1 0.0000000197177  46
## - eFG           1 0.0000000198260  46
## - wab           1 0.0000000214595  46
## - adj_d         1 0.0000000215348  46
## - PPPOff        1 0.0000000241120  46
## - TOVper        1 0.0000000260134  46
## <none>            0.0000000092217  48
## + Exp           1 0.0000000086254  50
## + OpAstper      1 0.0000000086900  50
## + Blkedper      1 0.0000000087733  50
## + ov_fut_sos    1 0.0000000088501  50
## + ov_cur_sos    1 0.0000000088501  50
## + EffHgt        1 0.0000000090620  50
## + nc_fut_sos    1 0.0000000090665  50
## + nc_cur_sos    1 0.0000000090665  50
## + Talent        1 0.0000000090911  50
## + adj_o_rk      1 0.0000000091510  50
## + adj_t         1 0.0000000091592  50
## + Adj.T         1 0.0000000091661  50
## + adj_o         1 0.0000000091780  50
## + Astper        1 0.0000000091871  50
## + twoPper       1 0.0000000092015  50
## + adj_t_rk      1 0.0000000092022  50
## + FTRate        1 0.0000000092066  50
## + threePRate    1 0.0000000092102  50
## + threePRateD   1 0.0000000092105  50
## + eFGD.         1 0.0000000092380  50
## + nc_elite_sos  1 0.0000000092711  50
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=46
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePperD + Blkper + AvgHgt + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Blkper        1 0.0000000101372  44
## - RawT          1 0.0000000102093  44
## - twoPperD      1 0.0000000106357  44
## - FTRateD       1 0.0000000110232  44
## - threePperD    1 0.0000000112344  44
## - TOVperD       1 0.0000000114003  44
## - PPPDef        1 0.0000000118935  44
## - Op.Ftper      1 0.0000000119202  44
## - OpORebper     1 0.0000000119739  44
## - Ftper         1 0.0000000142270  44
## - barthag_rk    1 0.0000000142562  44
## - AvgHgt        1 0.0000000149135  44
## - EliteSOS      1 0.0000000157112  44
## - ov_elite_sos  1 0.0000000159067  44
## - adj_d_rk      1 0.0000000162464  44
## - barthag       1 0.0000000168142  44
## - Orebper       1 0.0000000197291  44
## - eFG           1 0.0000000199068  44
## - adj_d         1 0.0000000220867  44
## - PPPOff        1 0.0000000244870  44
## - wab           1 0.0000000245094  44
## - TOVper        1 0.0000000267028  44
## <none>            0.0000000098007  46
## + Blkedper      1 0.0000000089232  48
## + Talent        1 0.0000000090902  48
## + threePper     1 0.0000000092217  48
## + twoPper       1 0.0000000092428  48
## + adj_o_rk      1 0.0000000092734  48
## + Astper        1 0.0000000094409  48
## + nc_elite_sos  1 0.0000000095263  48
## + ov_fut_sos    1 0.0000000095665  48
## + ov_cur_sos    1 0.0000000095665  48
## + threePRate    1 0.0000000096013  48
## + Adj.T         1 0.0000000096121  48
## + EffHgt        1 0.0000000096511  48
## + threePRateD   1 0.0000000096732  48
## + adj_t         1 0.0000000096933  48
## + adj_o         1 0.0000000097028  48
## + adj_t_rk      1 0.0000000097067  48
## + nc_fut_sos    1 0.0000000097191  48
## + nc_cur_sos    1 0.0000000097191  48
## + FTRate        1 0.0000000097574  48
## + eFGD.         1 0.0000000097645  48
## + OpAstper      1 0.0000000097820  48
## + Exp           1 0.0000000098002  48
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=44
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePperD + AvgHgt + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - RawT          1 0.0000000103896  42
## - twoPperD      1 0.0000000108378  42
## - TOVperD       1 0.0000000114512  42
## - FTRateD       1 0.0000000115196  42
## - threePperD    1 0.0000000115686  42
## - PPPDef        1 0.0000000119251  42
## - OpORebper     1 0.0000000120872  42
## - Op.Ftper      1 0.0000000124569  42
## - barthag_rk    1 0.0000000141858  42
## - Ftper         1 0.0000000147233  42
## - AvgHgt        1 0.0000000162574  42
## - adj_d_rk      1 0.0000000164710  42
## - barthag       1 0.0000000167448  42
## - Orebper       1 0.0000000197618  42
## - eFG           1 0.0000000200673  42
## - EliteSOS      1 0.0000000209438  42
## - ov_elite_sos  1 0.0000000227102  42
## - adj_d         1 0.0000000228472  42
## - wab           1 0.0000000246693  42
## - PPPOff        1 0.0000000258304  42
## - TOVper        1 0.0000000268043  42
## <none>            0.0000000101372  44
## + Talent        1 0.0000000091751  46
## + ov_fut_sos    1 0.0000000097010  46
## + ov_cur_sos    1 0.0000000097010  46
## + Adj.T         1 0.0000000097447  46
## + Blkper        1 0.0000000098007  46
## + twoPper       1 0.0000000098008  46
## + adj_t         1 0.0000000098063  46
## + threePper     1 0.0000000098074  46
## + nc_elite_sos  1 0.0000000099020  46
## + EffHgt        1 0.0000000099038  46
## + Blkedper      1 0.0000000099825  46
## + threePRateD   1 0.0000000100094  46
## + eFGD.         1 0.0000000100456  46
## + adj_t_rk      1 0.0000000100506  46
## + Astper        1 0.0000000100563  46
## + adj_o         1 0.0000000100601  46
## + nc_fut_sos    1 0.0000000100769  46
## + nc_cur_sos    1 0.0000000100769  46
## + threePRate    1 0.0000000100821  46
## + adj_o_rk      1 0.0000000101105  46
## + OpAstper      1 0.0000000101171  46
## + FTRate        1 0.0000000101206  46
## + Exp           1 0.0000000101261  46
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=42
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPperD + threePperD + AvgHgt + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - twoPperD      1 0.0000000124318  40
## - FTRateD       1 0.0000000128215  40
## - threePperD    1 0.0000000136435  40
## - TOVperD       1 0.0000000136835  40
## - Op.Ftper      1 0.0000000138777  40
## - OpORebper     1 0.0000000140844  40
## - barthag_rk    1 0.0000000141455  40
## - PPPDef        1 0.0000000142655  40
## - Ftper         1 0.0000000151607  40
## - barthag       1 0.0000000171668  40
## - AvgHgt        1 0.0000000175433  40
## - adj_d_rk      1 0.0000000185241  40
## - Orebper       1 0.0000000198750  40
## - eFG           1 0.0000000202268  40
## - EliteSOS      1 0.0000000211269  40
## - ov_elite_sos  1 0.0000000228451  40
## - adj_d         1 0.0000000230003  40
## - PPPOff        1 0.0000000257132  40
## - TOVper        1 0.0000000285169  40
## - wab           1 0.0000000295343  40
## <none>            0.0000000103896  42
## + Talent        1 0.0000000094190  44
## + ov_fut_sos    1 0.0000000097984  44
## + ov_cur_sos    1 0.0000000097984  44
## + twoPper       1 0.0000000100025  44
## + adj_t_rk      1 0.0000000100721  44
## + adj_t         1 0.0000000100723  44
## + Adj.T         1 0.0000000100901  44
## + EffHgt        1 0.0000000101080  44
## + threePRate    1 0.0000000101327  44
## + RawT          1 0.0000000101372  44
## + OpAstper      1 0.0000000101408  44
## + threePper     1 0.0000000101491  44
## + adj_o         1 0.0000000101671  44
## + Blkedper      1 0.0000000101803  44
## + Blkper        1 0.0000000102093  44
## + threePRateD   1 0.0000000102475  44
## + FTRate        1 0.0000000102875  44
## + adj_o_rk      1 0.0000000103608  44
## + eFGD.         1 0.0000000103623  44
## + nc_elite_sos  1 0.0000000103804  44
## + Exp           1 0.0000000103979  44
## + Astper        1 0.0000000104100  44
## + nc_fut_sos    1 0.0000000104450  44
## + nc_cur_sos    1 0.0000000104450  44
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=40
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + threePperD + AvgHgt + Ftper + Op.Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - FTRateD       1 0.000000012860  38
## - Op.Ftper      1 0.000000013877  38
## - threePperD    1 0.000000013920  38
## - barthag_rk    1 0.000000015114  38
## - PPPDef        1 0.000000015192  38
## - Ftper         1 0.000000015374  38
## - barthag       1 0.000000017817  38
## - AvgHgt        1 0.000000018209  38
## - TOVperD       1 0.000000019462  38
## - OpORebper     1 0.000000019788  38
## - Orebper       1 0.000000019925  38
## - eFG           1 0.000000020283  38
## - adj_d_rk      1 0.000000021091  38
## - EliteSOS      1 0.000000022252  38
## - ov_elite_sos  1 0.000000023387  38
## - adj_d         1 0.000000023698  38
## - PPPOff        1 0.000000026211  38
## - TOVper        1 0.000000029868  38
## - wab           1 0.000000044600  38
## <none>            0.000000012432  40
## + twoPperD      1 0.000000010390  42
## + adj_t_rk      1 0.000000010620  42
## + Talent        1 0.000000010670  42
## + adj_t         1 0.000000010674  42
## + Adj.T         1 0.000000010741  42
## + eFGD.         1 0.000000010825  42
## + RawT          1 0.000000010838  42
## + threePRate    1 0.000000010961  42
## + adj_o         1 0.000000011327  42
## + EffHgt        1 0.000000011349  42
## + ov_fut_sos    1 0.000000011536  42
## + ov_cur_sos    1 0.000000011536  42
## + threePper     1 0.000000011607  42
## + twoPper       1 0.000000011681  42
## + FTRate        1 0.000000011839  42
## + threePRateD   1 0.000000012028  42
## + adj_o_rk      1 0.000000012039  42
## + Astper        1 0.000000012290  42
## + Blkedper      1 0.000000012299  42
## + Exp           1 0.000000012318  42
## + OpAstper      1 0.000000012379  42
## + Blkper        1 0.000000012396  42
## + nc_fut_sos    1 0.000000012424  42
## + nc_cur_sos    1 0.000000012424  42
## + nc_elite_sos  1 0.000000012454  42
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=38
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + TOVper + TOVperD + Orebper + OpORebper + 
##     threePperD + AvgHgt + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - Op.Ftper      1 0.000000013949  36
## - threePperD    1 0.000000014794  36
## - barthag_rk    1 0.000000015344  36
## - PPPDef        1 0.000000015654  36
## - Ftper         1 0.000000016016  36
## - barthag       1 0.000000018338  36
## - TOVperD       1 0.000000019411  36
## - OpORebper     1 0.000000019665  36
## - eFG           1 0.000000021808  36
## - Orebper       1 0.000000021928  36
## - adj_d_rk      1 0.000000022791  36
## - AvgHgt        1 0.000000024600  36
## - adj_d         1 0.000000025293  36
## - PPPOff        1 0.000000027959  36
## - ov_elite_sos  1 0.000000028456  36
## - EliteSOS      1 0.000000028662  36
## - TOVper        1 0.000000032956  36
## - wab           1 0.000000069466  36
## <none>            0.000000012860  38
## + ov_fut_sos    1 0.000000011876  40
## + ov_cur_sos    1 0.000000011876  40
## + adj_t         1 0.000000012304  40
## + Adj.T         1 0.000000012368  40
## + RawT          1 0.000000012369  40
## + adj_o         1 0.000000012381  40
## + FTRate        1 0.000000012422  40
## + FTRateD       1 0.000000012432  40
## + adj_t_rk      1 0.000000012432  40
## + adj_o_rk      1 0.000000012471  40
## + EffHgt        1 0.000000012546  40
## + threePRateD   1 0.000000012627  40
## + threePRate    1 0.000000012631  40
## + Astper        1 0.000000012658  40
## + Exp           1 0.000000012746  40
## + eFGD.         1 0.000000012777  40
## + Blkper        1 0.000000012791  40
## + nc_elite_sos  1 0.000000012810  40
## + nc_fut_sos    1 0.000000012814  40
## + nc_cur_sos    1 0.000000012814  40
## + twoPperD      1 0.000000012822  40
## + Talent        1 0.000000012824  40
## + OpAstper      1 0.000000012842  40
## + threePper     1 0.000000012882  40
## + Blkedper      1 0.000000012882  40
## + twoPper       1 0.000000012896  40
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=36
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + TOVper + TOVperD + Orebper + OpORebper + 
##     threePperD + AvgHgt + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - PPPDef        1 0.000000015954  34
## - threePperD    1 0.000000017155  34
## - barthag_rk    1 0.000000017847  34
## - barthag       1 0.000000019824  34
## - OpORebper     1 0.000000020103  34
## - Ftper         1 0.000000021817  34
## - TOVperD       1 0.000000023224  34
## - adj_d         1 0.000000025222  34
## - AvgHgt        1 0.000000028269  34
## - ov_elite_sos  1 0.000000028927  34
## - adj_d_rk      1 0.000000029431  34
## - EliteSOS      1 0.000000030323  34
## - eFG           1 0.000000031901  34
## - Orebper       1 0.000000032166  34
## - PPPOff        1 0.000000042266  34
## - TOVper        1 0.000000043454  34
## - wab           1 0.000000070424  34
## <none>            0.000000013949  36
## + adj_o         1 0.000000012770  38
## + Op.Ftper      1 0.000000012860  38
## + ov_fut_sos    1 0.000000013341  38
## + ov_cur_sos    1 0.000000013341  38
## + nc_elite_sos  1 0.000000013379  38
## + adj_t         1 0.000000013468  38
## + adj_t_rk      1 0.000000013551  38
## + Adj.T         1 0.000000013560  38
## + FTRate        1 0.000000013570  38
## + RawT          1 0.000000013604  38
## + adj_o_rk      1 0.000000013677  38
## + threePRateD   1 0.000000013679  38
## + EffHgt        1 0.000000013731  38
## + nc_fut_sos    1 0.000000013749  38
## + nc_cur_sos    1 0.000000013749  38
## + eFGD.         1 0.000000013776  38
## + threePper     1 0.000000013793  38
## + twoPper       1 0.000000013805  38
## + twoPperD      1 0.000000013813  38
## + FTRateD       1 0.000000013877  38
## + Talent        1 0.000000013879  38
## + Blkper        1 0.000000013895  38
## + OpAstper      1 0.000000013926  38
## + Blkedper      1 0.000000013935  38
## + Astper        1 0.000000013937  38
## + threePRate    1 0.000000013939  38
## + Exp           1 0.000000013968  38
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=34
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + TOVper + TOVperD + Orebper + OpORebper + 
##     threePperD + AvgHgt + Ftper + PPPOff + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - threePperD    1 0.000000019293  32
## - TOVperD       1 0.000000023215  32
## - OpORebper     1 0.000000024815  32
## - barthag_rk    1 0.000000029313  32
## - adj_d_rk      1 0.000000029336  32
## - ov_elite_sos  1 0.000000029936  32
## - barthag       1 0.000000031235  32
## - Ftper         1 0.000000032576  32
## - AvgHgt        1 0.000000034910  32
## - EliteSOS      1 0.000000035693  32
## - adj_d         1 0.000000039875  32
## - eFG           1 0.000000050192  32
## - Orebper       1 0.000000057853  32
## - PPPOff        1 0.000000071414  32
## - TOVper        1 0.000000089922  32
## - wab           1 0.000000167362  32
## <none>            0.000000015954  34
## + PPPDef        1 0.000000013949  36
## + threePRateD   1 0.000000014692  36
## + eFGD.         1 0.000000014931  36
## + twoPperD      1 0.000000015111  36
## + ov_fut_sos    1 0.000000015146  36
## + ov_cur_sos    1 0.000000015146  36
## + adj_o         1 0.000000015320  36
## + adj_o_rk      1 0.000000015419  36
## + EffHgt        1 0.000000015563  36
## + adj_t         1 0.000000015577  36
## + Op.Ftper      1 0.000000015654  36
## + Adj.T         1 0.000000015657  36
## + Talent        1 0.000000015661  36
## + RawT          1 0.000000015666  36
## + threePper     1 0.000000015669  36
## + adj_t_rk      1 0.000000015686  36
## + FTRate        1 0.000000015762  36
## + twoPper       1 0.000000015767  36
## + threePRate    1 0.000000015789  36
## + Astper        1 0.000000015818  36
## + OpAstper      1 0.000000015849  36
## + Blkper        1 0.000000015876  36
## + nc_elite_sos  1 0.000000015880  36
## + FTRateD       1 0.000000015920  36
## + nc_fut_sos    1 0.000000015921  36
## + nc_cur_sos    1 0.000000015921  36
## + Blkedper      1 0.000000015955  36
## + Exp           1 0.000000015956  36
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=32
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + TOVper + TOVperD + Orebper + OpORebper + 
##     AvgHgt + Ftper + PPPOff + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - TOVperD       1 0.000000023504  30
## - OpORebper     1 0.000000025961  30
## - adj_d_rk      1 0.000000030705  30
## - Ftper         1 0.000000033220  30
## - barthag_rk    1 0.000000033893  30
## - barthag       1 0.000000036719  30
## - AvgHgt        1 0.000000037668  30
## - adj_d         1 0.000000041407  30
## - ov_elite_sos  1 0.000000046242  30
## - EliteSOS      1 0.000000049876  30
## - eFG           1 0.000000051688  30
## - Orebper       1 0.000000058845  30
## - PPPOff        1 0.000000074184  30
## - TOVper        1 0.000000091950  30
## - wab           1 0.000000188912  30
## <none>            0.000000019293  32
## + twoPperD      1 0.000000015245  34
## + threePRateD   1 0.000000015580  34
## + ov_fut_sos    1 0.000000015875  34
## + ov_cur_sos    1 0.000000015875  34
## + threePperD    1 0.000000015954  34
## + eFGD.         1 0.000000016534  34
## + adj_o_rk      1 0.000000016723  34
## + adj_o         1 0.000000016775  34
## + Blkper        1 0.000000017148  34
## + PPPDef        1 0.000000017155  34
## + Astper        1 0.000000017214  34
## + nc_fut_sos    1 0.000000017346  34
## + nc_cur_sos    1 0.000000017346  34
## + threePRate    1 0.000000017482  34
## + FTRate        1 0.000000017608  34
## + Blkedper      1 0.000000017665  34
## + OpAstper      1 0.000000017844  34
## + Op.Ftper      1 0.000000018099  34
## + Talent        1 0.000000018363  34
## + Exp           1 0.000000018404  34
## + FTRateD       1 0.000000018585  34
## + adj_t         1 0.000000018604  34
## + twoPper       1 0.000000018721  34
## + EffHgt        1 0.000000018840  34
## + adj_t_rk      1 0.000000018921  34
## + threePper     1 0.000000018956  34
## + Adj.T         1 0.000000019036  34
## + RawT          1 0.000000019072  34
## + nc_elite_sos  1 0.000000019292  34
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=30
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + TOVper + Orebper + OpORebper + AvgHgt + 
##     Ftper + PPPOff + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - OpORebper     1 0.000000026726  28
## - barthag_rk    1 0.000000033832  28
## - barthag       1 0.000000036046  28
## - adj_d_rk      1 0.000000042624  28
## - Ftper         1 0.000000042703  28
## - ov_elite_sos  1 0.000000049440  28
## - eFG           1 0.000000051410  28
## - adj_d         1 0.000000052516  28
## - EliteSOS      1 0.000000053893  28
## - Orebper       1 0.000000061602  28
## - PPPOff        1 0.000000076217  28
## - AvgHgt        1 0.000000084426  28
## - TOVper        1 0.000000094790  28
## - wab           1 0.000000184564  28
## <none>            0.000000023504  30
## + twoPperD      1 0.000000015263  32
## + threePRateD   1 0.000000015678  32
## + eFGD.         1 0.000000016517  32
## + ov_fut_sos    1 0.000000019012  32
## + ov_cur_sos    1 0.000000019012  32
## + TOVperD       1 0.000000019293  32
## + adj_o         1 0.000000019582  32
## + EffHgt        1 0.000000019868  32
## + FTRate        1 0.000000020053  32
## + Op.Ftper      1 0.000000020549  32
## + adj_t         1 0.000000020930  32
## + adj_t_rk      1 0.000000021046  32
## + RawT          1 0.000000021091  32
## + FTRateD       1 0.000000021308  32
## + Adj.T         1 0.000000021373  32
## + threePRate    1 0.000000021486  32
## + threePper     1 0.000000021655  32
## + Exp           1 0.000000021681  32
## + Talent        1 0.000000021788  32
## + adj_o_rk      1 0.000000022707  32
## + twoPper       1 0.000000022756  32
## + Blkper        1 0.000000022819  32
## + threePperD    1 0.000000023215  32
## + nc_elite_sos  1 0.000000023255  32
## + PPPDef        1 0.000000023298  32
## + OpAstper      1 0.000000023390  32
## + Astper        1 0.000000023429  32
## + Blkedper      1 0.000000023496  32
## + nc_fut_sos    1 0.000000023608  32
## + nc_cur_sos    1 0.000000023608  32
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=28
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab + 
##     ov_elite_sos + eFG + TOVper + Orebper + AvgHgt + Ftper + 
##     PPPOff + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df      Deviance AIC
## - barthag_rk    1 0.00000003833  26
## - barthag       1 0.00000003976  26
## - Ftper         1 0.00000004784  26
## - adj_d_rk      1 0.00000004804  26
## - adj_d         1 0.00000005596  26
## - eFG           1 0.00000006185  26
## - EliteSOS      1 0.00000006798  26
## - ov_elite_sos  1 0.00000007484  26
## - AvgHgt        1 0.00000009255  26
## - Orebper       1 0.00000021735  26
## - PPPOff        1 0.00000021777  26
## - wab           1 0.00000029172  26
## - TOVper        1 0.00000060623  26
## <none>            0.00000002673  28
## + threePRateD   1 0.00000001779  30
## + twoPperD      1 0.00000001784  30
## + eFGD.         1 0.00000001912  30
## + ov_fut_sos    1 0.00000002032  30
## + ov_cur_sos    1 0.00000002032  30
## + adj_t         1 0.00000002109  30
## + adj_t_rk      1 0.00000002117  30
## + Adj.T         1 0.00000002142  30
## + RawT          1 0.00000002155  30
## + FTRate        1 0.00000002225  30
## + FTRateD       1 0.00000002261  30
## + Talent        1 0.00000002335  30
## + OpORebper     1 0.00000002350  30
## + OpAstper      1 0.00000002369  30
## + threePRate    1 0.00000002372  30
## + threePper     1 0.00000002444  30
## + nc_fut_sos    1 0.00000002496  30
## + nc_cur_sos    1 0.00000002496  30
## + Exp           1 0.00000002515  30
## + Astper        1 0.00000002528  30
## + EffHgt        1 0.00000002532  30
## + adj_o_rk      1 0.00000002536  30
## + adj_o         1 0.00000002546  30
## + twoPper       1 0.00000002558  30
## + PPPDef        1 0.00000002586  30
## + Blkper        1 0.00000002587  30
## + Op.Ftper      1 0.00000002588  30
## + TOVperD       1 0.00000002596  30
## + threePperD    1 0.00000002637  30
## + Blkedper      1 0.00000002648  30
## + nc_elite_sos  1 0.00000002706  30
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=26
## conf_winner ~ barthag + adj_d + adj_d_rk + wab + ov_elite_sos + 
##     eFG + TOVper + Orebper + AvgHgt + Ftper + PPPOff + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - barthag       1    0.000 24.000
## - adj_d_rk      1    0.000 24.000
## - Ftper         1    0.000 24.000
## - adj_d         1    0.000 24.000
## - EliteSOS      1    0.000 24.000
## - ov_elite_sos  1    0.000 24.000
## - PPPOff        1    0.000 24.000
## - Orebper       1    0.000 24.000
## - eFG           1    0.000 24.000
## - AvgHgt        1    0.000 24.000
## <none>               0.000 26.000
## + ov_fut_sos    1    0.000 28.000
## + ov_cur_sos    1    0.000 28.000
## + twoPperD      1    0.000 28.000
## + threePRateD   1    0.000 28.000
## + barthag_rk    1    0.000 28.000
## + PPPDef        1    0.000 28.000
## + threePper     1    0.000 28.000
## + Blkedper      1    0.000 28.000
## + eFGD.         1    0.000 28.000
## + Blkper        1    0.000 28.000
## + adj_o_rk      1    0.000 28.000
## + OpORebper     1    0.000 28.000
## + FTRate        1    0.000 28.000
## + twoPper       1    0.000 28.000
## + EffHgt        1    0.000 28.000
## + adj_t_rk      1    0.000 28.000
## + Talent        1    0.000 28.000
## + Adj.T         1    0.000 28.000
## + nc_fut_sos    1    0.000 28.000
## + nc_cur_sos    1    0.000 28.000
## + adj_t         1    0.000 28.000
## + RawT          1    0.000 28.000
## + threePperD    1    0.000 28.000
## + OpAstper      1    0.000 28.000
## + Astper        1    0.000 28.000
## + FTRateD       1    0.000 28.000
## + TOVperD       1    0.000 28.000
## + threePRate    1    0.000 28.000
## + Op.Ftper      1    0.000 28.000
## + nc_elite_sos  1    0.000 28.000
## + adj_o         1    0.000 28.000
## + Exp           1    0.000 28.000
## - TOVper        1   16.328 40.328
## - wab           1   17.418 41.418
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=24
## conf_winner ~ adj_d + adj_d_rk + wab + ov_elite_sos + eFG + TOVper + 
##     Orebper + AvgHgt + Ftper + PPPOff + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Ftper         1    0.000 22.000
## - adj_d_rk      1    0.000 22.000
## - adj_d         1    0.000 22.000
## - Orebper       1    0.000 22.000
## - eFG           1    0.000 22.000
## - AvgHgt        1    0.000 22.000
## - PPPOff        1    0.000 22.000
## - EliteSOS      1    0.000 22.000
## <none>               0.000 24.000
## + twoPperD      1    0.000 26.000
## + ov_fut_sos    1    0.000 26.000
## + ov_cur_sos    1    0.000 26.000
## + PPPDef        1    0.000 26.000
## + eFGD.         1    0.000 26.000
## + adj_o_rk      1    0.000 26.000
## + threePRateD   1    0.000 26.000
## + FTRate        1    0.000 26.000
## + OpORebper     1    0.000 26.000
## + adj_t_rk      1    0.000 26.000
## + Talent        1    0.000 26.000
## + OpAstper      1    0.000 26.000
## + barthag       1    0.000 26.000
## + Adj.T         1    0.000 26.000
## + threePper     1    0.000 26.000
## + adj_t         1    0.000 26.000
## + threePperD    1    0.000 26.000
## + Blkedper      1    0.000 26.000
## + threePRate    1    0.000 26.000
## + Blkper        1    0.000 26.000
## + RawT          1    0.000 26.000
## + barthag_rk    1    0.000 26.000
## + FTRateD       1    0.000 26.000
## + TOVperD       1    0.000 26.000
## + nc_fut_sos    1    0.000 26.000
## + nc_cur_sos    1    0.000 26.000
## + Op.Ftper      1    0.000 26.000
## + twoPper       1    0.000 26.000
## + EffHgt        1    0.000 26.000
## + adj_o         1    0.000 26.000
## + nc_elite_sos  1    0.000 26.000
## + Exp           1    0.000 26.000
## + Astper        1    0.000 26.000
## - ov_elite_sos  1   12.648 34.648
## - TOVper        1   16.357 38.357
## - wab           1   20.088 42.088
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=22
## conf_winner ~ adj_d + adj_d_rk + wab + ov_elite_sos + eFG + TOVper + 
##     Orebper + AvgHgt + PPPOff + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - adj_d_rk      1    0.000 20.000
## - adj_d         1    0.000 20.000
## <none>               0.000 22.000
## + PPPDef        1    0.000 24.000
## + Ftper         1    0.000 24.000
## + twoPperD      1    0.000 24.000
## + adj_t_rk      1    0.000 24.000
## + threePRateD   1    0.000 24.000
## + Adj.T         1    0.000 24.000
## + adj_t         1    0.000 24.000
## + adj_o_rk      1    0.000 24.000
## + Blkper        1    0.000 24.000
## + RawT          1    0.000 24.000
## + EffHgt        1    0.000 24.000
## + eFGD.         1    0.000 24.000
## + Blkedper      1    0.000 24.000
## + Talent        1    0.000 24.000
## + OpORebper     1    0.000 24.000
## + Astper        1    0.000 24.000
## + OpAstper      1    0.000 24.000
## + FTRate        1    0.000 24.000
## + ov_fut_sos    1    0.000 24.000
## + ov_cur_sos    1    0.000 24.000
## + threePper     1    0.000 24.000
## + Exp           1    0.000 24.000
## + barthag       1    0.000 24.000
## + threePRate    1    0.000 24.000
## + TOVperD       1    0.000 24.000
## + threePperD    1    0.000 24.000
## + adj_o         1    0.000 24.000
## + barthag_rk    1    0.000 24.000
## + nc_elite_sos  1    0.000 24.000
## + Op.Ftper      1    0.000 24.000
## + FTRateD       1    0.000 24.000
## + twoPper       1    0.000 24.000
## + nc_fut_sos    1    0.000 24.000
## + nc_cur_sos    1    0.000 24.000
## - PPPOff        1   10.299 30.299
## - eFG           1   13.007 33.007
## - EliteSOS      1   13.723 33.723
## - AvgHgt        1   14.176 34.176
## - Orebper       1   15.732 35.732
## - ov_elite_sos  1   16.759 36.759
## - TOVper        1   20.375 40.375
## - wab           1   22.587 42.587
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=20
## conf_winner ~ adj_d + wab + ov_elite_sos + eFG + TOVper + Orebper + 
##     AvgHgt + PPPOff + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - adj_d         1    0.000 18.000
## <none>               0.000 20.000
## + adj_d_rk      1    0.000 22.000
## + Ftper         1    0.000 22.000
## + PPPDef        1    0.000 22.000
## + threePper     1    0.000 22.000
## + RawT          1    0.000 22.000
## + Blkedper      1    0.000 22.000
## + Op.Ftper      1    0.000 22.000
## + adj_t_rk      1    0.000 22.000
## + Adj.T         1    0.000 22.000
## + nc_fut_sos    1    0.000 22.000
## + nc_cur_sos    1    0.000 22.000
## + eFGD.         1    0.000 22.000
## + Blkper        1    0.000 22.000
## + adj_t         1    0.000 22.000
## + twoPper       1    0.000 22.000
## + adj_o         1    0.000 22.000
## + Talent        1    0.000 22.000
## + threePRateD   1    0.000 22.000
## + Exp           1    0.000 22.000
## + FTRate        1    0.000 22.000
## + threePperD    1    0.000 22.000
## + nc_elite_sos  1    0.000 22.000
## + adj_o_rk      1    0.000 22.000
## + TOVperD       1    0.000 22.000
## + OpORebper     1    0.000 22.000
## + EffHgt        1    0.000 22.000
## + FTRateD       1    0.000 22.000
## + twoPperD      1    0.000 22.000
## + threePRate    1    0.000 22.000
## + Astper        1    0.000 22.000
## + ov_fut_sos    1    0.000 22.000
## + ov_cur_sos    1    0.000 22.000
## + barthag_rk    1    0.000 22.000
## + OpAstper      1    0.000 22.000
## + barthag       1    0.000 22.000
## - PPPOff        1   14.250 32.250
## - eFG           1   14.652 32.651
## - AvgHgt        1   15.761 33.761
## - EliteSOS      1   16.015 34.015
## - Orebper       1   16.801 34.801
## - ov_elite_sos  1   18.565 36.565
## - TOVper        1   20.912 38.912
## - wab           1   25.482 43.482
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=18
## conf_winner ~ wab + ov_elite_sos + eFG + TOVper + Orebper + AvgHgt + 
##     PPPOff + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## <none>               0.000 18.000
## + Ftper         1    0.000 20.000
## + threePper     1    0.000 20.000
## + adj_d         1    0.000 20.000
## + Op.Ftper      1    0.000 20.000
## + twoPper       1    0.000 20.000
## + barthag_rk    1    0.000 20.000
## + barthag       1    0.000 20.000
## + adj_t         1    0.000 20.000
## + adj_t_rk      1    0.000 20.000
## + Adj.T         1    0.000 20.000
## + eFGD.         1    0.000 20.000
## + Talent        1    0.000 20.000
## + RawT          1    0.000 20.000
## + threePperD    1    0.000 20.000
## + nc_fut_sos    1    0.000 20.000
## + nc_cur_sos    1    0.000 20.000
## + Blkedper      1    0.000 20.000
## + PPPDef        1    0.000 20.000
## + adj_o         1    0.000 20.000
## + twoPperD      1    0.000 20.000
## + EffHgt        1    0.000 20.000
## + adj_o_rk      1    0.000 20.000
## + OpAstper      1    0.000 20.000
## + Astper        1    0.000 20.000
## + TOVperD       1    0.000 20.000
## + Exp           1    0.000 20.000
## + threePRateD   1    0.000 20.000
## + adj_d_rk      1    0.000 20.000
## + nc_elite_sos  1    0.000 20.000
## + Blkper        1    0.000 20.000
## + ov_fut_sos    1    0.000 20.000
## + ov_cur_sos    1    0.000 20.000
## + threePRate    1    0.000 20.000
## + FTRateD       1    0.000 20.000
## + OpORebper     1    0.000 20.000
## + FTRate        1    0.000 20.000
## - PPPOff        1   14.258 30.258
## - eFG           1   14.828 30.828
## - EliteSOS      1   16.065 32.065
## - AvgHgt        1   16.662 32.662
## - Orebper       1   16.974 32.974
## - ov_elite_sos  1   18.741 34.741
## - TOVper        1   21.938 37.938
## - wab           1   56.570 72.570
summary(BE.lm.stepwise)
## 
## Call:
## glm(formula = conf_winner ~ wab + ov_elite_sos + eFG + TOVper + 
##     Orebper + AvgHgt + PPPOff + EliteSOS, family = "binomial", 
##     data = BE_train.df, na.action = na.exclude)
## 
## Coefficients:
##               Estimate Std. Error z value Pr(>|z|)
## (Intercept)     753.77  360296.45   0.002    0.998
## wab             100.07    9075.64   0.011    0.991
## ov_elite_sos   -160.00   16276.53  -0.010    0.992
## eFG            -165.42   15604.84  -0.011    0.992
## TOVper          227.80   20999.24   0.011    0.991
## Orebper         -69.42    6642.80  -0.010    0.992
## AvgHgt          -67.55    7153.68  -0.009    0.992
## PPPOff        10230.22  995495.58   0.010    0.992
## EliteSOS        140.99   14458.55   0.010    0.992
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 79.83915392201  on 157  degrees of freedom
## Residual deviance:  0.00000029546  on 149  degrees of freedom
## AIC: 18
## 
## Number of Fisher Scoring iterations: 25
#accuracy
BE.lm.step.pred <- predict(BE.lm.stepwise, BE_valid.df, na.action = na.pass)
accuracy(BE.lm.step.pred, BE_valid.df$conf_winner)
##                ME     RMSE      MAE MPE MAPE
## Test set 737.2455 860.3166 737.2455 Inf  Inf

SEC Conference

In this section, our group is splitting the “SEC.df” dataframe that we created by filtering for only teams in the SEC conference into a training set (80%) and validation set (20%)

SEC.df <- team.df2024 %>%
  filter(conf == "SEC")

RNGkind(sample.kind="Rounding")
## Warning in RNGkind(sample.kind = "Rounding"): non-uniform 'Rounding' sampler
## used
set.seed(123)

SECtrain.index <- sample(c(1:dim(SEC.df)[1]), dim(SEC.df)[1]*0.8)  
SEC_train.df <-SEC.df[SECtrain.index, ]
SEC_valid.df <- SEC.df[-SECtrain.index, ]
head(SEC_train.df)
##              team year conf conf_winner  barthag barthag_rk   adj_o adj_o_rk
## 1:        Florida 2021  SEC           0 0.856144         39 110.231       44
## 2: South Carolina 2020  SEC           0 0.791197         62 105.503      114
## 3:       Kentucky 2014  SEC           0 0.906163         22 117.196       16
## 4:      Tennessee 2023  SEC           0 0.940125          5 111.211       57
## 5:      Texas A&M 2023  SEC           0 0.880812         23 113.843       30
## 6:        Alabama 2017  SEC           0 0.814167         54 104.403      153
##      adj_d adj_d_rk   adj_t adj_t_rk       wab nc_elite_sos nc_fut_sos
## 1: 94.3944       39 68.2256      164  1.177532           30     0.6147
## 2: 93.9626       38 72.9059       23 -2.463378           18     0.5073
## 3: 96.2225       40 65.9090      212  3.897941           25     0.6245
## 4: 87.5294        1 65.1467      285  2.809813           24     0.5703
## 5: 95.6691       38 65.9893      245  3.684413           15     0.4710
## 6: 91.8166       10 66.5806      301 -1.870160           17     0.5006
##    nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos  eFG eFGD. FTRate FTRateD
## 1:     0.6147           33     0.7551     0.7551 53.1  47.8   33.9    35.1
## 2:     0.5073           24     0.6417     0.6417 48.6  45.2   36.8    53.0
## 3:     0.6245           34     0.7381     0.7381 49.9  46.0   51.8    36.8
## 4:     0.5703           29     0.6900     0.6900 49.9  42.8   30.7    33.8
## 5:     0.4710           28     0.6640     0.6640 48.8  48.2   45.1    34.7
## 6:     0.5006           27     0.6600     0.6600 48.2  46.1   39.1    39.9
##    TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1:   21.2    20.2    31.0      30.6 70.5    53.0     48.8      35.6       30.7
## 2:   18.1    21.4    32.1      28.6 72.5    49.5     45.7      31.0       29.6
## 3:   18.1    16.1    42.0      29.7 65.9    50.0     44.9      33.2       32.2
## 4:   18.1    22.2    36.4      26.9 65.9    50.3     45.1      32.8       26.5
## 5:   18.3    20.9    36.7      30.4 67.1    48.8     47.2      32.6       33.0
## 6:   20.4    19.8    34.1      26.6 67.4    48.7     44.2      31.7       33.3
##    Blkper Blkedper Astper OpAstper threePRate threePRateD  Adj.T AvgHgt EffHgt
## 1:   14.0      8.9   44.2     51.1       33.8        36.2 68.226 77.440 80.694
## 2:   13.3      8.4   53.5     54.3       29.7        39.8 72.906 78.151 80.779
## 3:   14.9      7.7   44.4     44.6       27.6        30.3 63.925 79.303 81.978
## 4:   11.8      8.3   66.2     50.4       40.1        41.8 65.147 77.428 81.781
## 5:    7.9     11.1   52.6     59.0       34.5        45.7 65.990 76.682 79.793
## 6:   11.6      8.3   48.2     43.4       37.2        34.0 65.203 78.020 80.615
##      Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.529 60.198  75.3     70.9  1.048  0.993   33.393
## 2: 1.079 44.524  62.8     73.1  1.008  0.955   23.819
## 3: 0.322 93.139  68.2     69.0  1.124  1.001   33.876
## 4: 1.911 60.040  70.8     71.9  1.070  0.876   29.404
## 5: 2.182 48.574  75.9     70.6  1.085  0.990   27.818
## 6: 1.535 58.334  65.3     67.1  1.002  0.946   26.644
head(SEC_valid.df)
##       team year conf conf_winner  barthag barthag_rk    adj_o adj_o_rk    adj_d
## 1: Alabama 2009  SEC           0 0.714283         91 105.5750      100  97.4898
## 2: Alabama 2010  SEC           0 0.823017         59 107.5990       73  94.1384
## 3: Alabama 2011  SEC           0 0.847599         42 104.0530      118  89.6305
## 4:  Auburn 2010  SEC           0 0.736373         87 109.9140       53 100.5220
## 5:  Auburn 2012  SEC           0 0.614212        124  98.0503      232  94.1643
## 6:  Auburn 2018  SEC           0 0.867159         25 114.0300       39  96.8653
##    adj_d_rk   adj_t adj_t_rk       wab nc_elite_sos nc_fut_sos nc_cur_sos
## 1:       91 68.2778      104 -4.772580           11     0.4014     0.4014
## 2:       51 65.3116      262 -3.970010           21     0.5267     0.5267
## 3:        7 64.9014      255 -1.232592           15     0.4270     0.4270
## 4:      155 70.6355       37 -7.067890           15     0.4738     0.4738
## 5:       45 65.4013      208 -5.103178           14     0.4111     0.4111
## 6:       49 73.7967       19  4.264992           13     0.4823     0.4823
##    ov_elite_sos ov_fut_sos ov_cur_sos  eFG eFGD. FTRate FTRateD TOVper TOVperD
## 1:           24     0.6204     0.6204 47.8  46.7   38.4    31.7   20.8    19.8
## 2:           28     0.6685     0.6685 49.0  47.7   34.3    36.5   19.5    21.2
## 3:           24     0.5999     0.5999 48.7  43.7   31.6    36.3   21.2    23.9
## 4:           26     0.6428     0.6428 51.1  51.8   36.7    38.3   19.3    21.2
## 5:           25     0.6039     0.6039 46.4  47.0   36.4    38.0   20.6    21.6
## 6:           26     0.6745     0.6745 50.8  49.7   39.8    38.1   16.4    20.7
##    Orebper OpORebper RawT twoPper twoPperD threePper threePperD Blkper Blkedper
## 1:    38.1      36.0 70.2    47.2     46.7      33.0       31.1   11.6      9.9
## 2:    35.0      34.2 65.7    47.6     47.7      35.0       31.8   10.9     10.1
## 3:    36.8      33.8 65.4    50.0     41.8      29.8       31.8   14.2      9.1
## 4:    32.5      32.2 70.9    52.6     51.1      32.8       35.5    7.7     11.0
## 5:    31.4      32.9 65.0    46.9     44.2      30.2       34.8   14.0     10.4
## 6:    32.1      28.0 73.4    48.7     47.7      35.7       35.1   15.2      9.3
##    Astper OpAstper threePRate threePRateD  Adj.T AvgHgt EffHgt   Exp Talent
## 1:   43.0     53.6       24.6        35.0 67.111 77.107 80.341 1.658 81.062
## 2:   54.2     48.6       27.9        32.9 63.798 76.473 80.213 1.865 57.685
## 3:   48.8     50.1       24.7        32.0 63.450 76.451 79.345 1.690 60.252
## 4:   49.2     51.5       42.7        34.3 69.131 75.933 79.523 2.074 46.931
## 5:   55.5     56.6       31.0        35.4 64.352 76.698 80.769 1.795 33.154
## 6:   53.2     52.4       43.2        39.6 72.594 75.841 79.021 1.241 58.941
##    Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1:  70.5     67.9  1.025  1.004   23.428
## 2:  70.7     66.4  1.042  0.986   27.620
## 3:  70.7     67.6  1.016  0.903   23.148
## 4:  65.4     71.1  1.050  1.039   25.599
## 5:  64.8     68.6  0.953  0.974   24.853
## 6:  77.4     72.2  1.115  0.997   26.290

Logistic Regression

options(scipen = 999)
SEC.lm <- glm(conf_winner ~  barthag + barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS, data = SEC_train.df, family = "binomial", na.action = na.exclude)
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
SEC.lm
## 
## Call:  glm(formula = conf_winner ~ barthag + barthag_rk + adj_o_rk + 
##     adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + 
##     nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS, family = "binomial", data = SEC_train.df, 
##     na.action = na.exclude)
## 
## Coefficients:
##  (Intercept)       barthag    barthag_rk      adj_o_rk         adj_o  
##    -18.55737    -624.16823       0.03675      -0.68446      -0.42615  
##        adj_d      adj_d_rk         adj_t      adj_t_rk           wab  
##    -13.97134      -0.28280      21.08855       0.25279       5.94802  
## nc_elite_sos    nc_fut_sos    nc_cur_sos  ov_elite_sos    ov_fut_sos  
##      2.36548     -68.46352            NA      -7.41241       2.11455  
##   ov_cur_sos           eFG         eFGD.        FTRate       FTRateD  
##           NA     -16.50631      20.96539      -1.69910       0.73829  
##       TOVper       TOVperD       Orebper     OpORebper          RawT  
##     -9.32507      -6.77331       2.22269       3.77215       0.77214  
##      twoPper      twoPperD     threePper    threePperD        Blkper  
##     18.30380      -8.45595      12.00766     -11.19115       0.58371  
##     Blkedper        Astper      OpAstper    threePRate   threePRateD  
##      6.01580       1.44802      -0.35565      -1.23749      -0.98980  
##        Adj.T        AvgHgt        EffHgt           Exp        Talent  
##    -14.09121      13.03471      -3.57452       7.33188       0.02179  
##        Ftper      Op.Ftper        PPPOff        PPPDef      EliteSOS  
##      3.57743      -0.03066    -323.07031     307.24426      -0.45602  
## 
## Degrees of Freedom: 170 Total (i.e. Null);  128 Residual
## Null Deviance:       81.64 
## Residual Deviance: 0.00000000417     AIC: 86

In the code above, we created a logistic regression that is predicting the binary outcome variable ‘conf_winner’ using all of the predictor independent variables listed in the formula above. Each coefficient represents the change in the log-odds of the response variable for a one-unit change in the corresponding variable if all the other variables are constant. Negative coefficients represent a negative relationship with the log-odds of being a conference winner. Positive coefficients represent a positive relationship with the log-odds of being a conference winner. There are 170 degrees of freedom for the null model and 128 degrees of freedom for the residual model. The null deviance is 81.64 which represents the deviance of the null model. The residual deviance is very small 4.2e-9 which represents the deviance of the model with no predictors. The smaller the null deviance and residual deviance indicate a better fitted model. The AIC is 86 which is very low and indicates a better fitted model if the score is low.

Confusion Matrix

# Make predictions on the validation dataset
SEC_predictions <- predict(SEC.lm, newdata = SEC_valid.df, type = "response")
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type == :
## prediction from rank-deficient fit; attr(*, "non-estim") has doubtful cases
# Convert predicted probabilities to class labels (0 or 1) based on a threshold (e.g., 0.5)
SEC_predicted_classes <- ifelse(SEC_predictions > 0.5, 1, 0)

# Create a confusion matrix
SEC_conf_matrix <- confusionMatrix(as.factor(SEC_valid.df$conf_winner), as.factor(SEC_predicted_classes), positive = '1')

# Print the confusion matrix
print(SEC_conf_matrix)
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction  0  1
##          0 37  1
##          1  2  3
##                                           
##                Accuracy : 0.9302          
##                  95% CI : (0.8094, 0.9854)
##     No Information Rate : 0.907           
##     P-Value [Acc > NIR] : 0.4239          
##                                           
##                   Kappa : 0.6282          
##                                           
##  Mcnemar's Test P-Value : 1.0000          
##                                           
##             Sensitivity : 0.75000         
##             Specificity : 0.94872         
##          Pos Pred Value : 0.60000         
##          Neg Pred Value : 0.97368         
##              Prevalence : 0.09302         
##          Detection Rate : 0.06977         
##    Detection Prevalence : 0.11628         
##       Balanced Accuracy : 0.84936         
##                                           
##        'Positive' Class : 1               
## 
#calc specificty, etc. 

The model shows an overall accuracy of 93.02%, with sensitivity (True Positive Rate) at 75.00%. The Kappa value is 0.6282, indicating substantial agreement beyond chance. The balanced accuracy is 84.94%, suggesting a good performance balance between sensitivity and specificity. The positive predictive value (precision) is 60.00%, indicating that 60% of the predicted positive cases are true positives. The model’s performance is quite good, and it demonstrates a high level of agreement with the actual outcomes.

Backward Selection

SEC_lm.backward <- step(SEC.lm, direction = 'backward')
## Start:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - EliteSOS      1 0.0000000041718  84
## - ov_fut_sos    1 0.0000000041722  84
## - RawT          1 0.0000000041741  84
## - barthag_rk    1 0.0000000041778  84
## - Op.Ftper      1 0.0000000041789  84
## - Talent        1 0.0000000041799  84
## - adj_o         1 0.0000000041838  84
## - nc_fut_sos    1 0.0000000041868  84
## - Blkper        1 0.0000000041877  84
## - OpAstper      1 0.0000000041882  84
## - Orebper       1 0.0000000041936  84
## - PPPOff        1 0.0000000041946  84
## - PPPDef        1 0.0000000041958  84
## - TOVper        1 0.0000000042136  84
## - EffHgt        1 0.0000000042148  84
## - threePRateD   1 0.0000000042155  84
## - twoPperD      1 0.0000000042175  84
## - FTRateD       1 0.0000000042180  84
## - OpORebper     1 0.0000000042183  84
## - eFG           1 0.0000000042203  84
## - TOVperD       1 0.0000000042275  84
## - Exp           1 0.0000000042291  84
## - ov_elite_sos  1 0.0000000042472  84
## - FTRate        1 0.0000000042515  84
## - adj_d_rk      1 0.0000000042581  84
## - threePperD    1 0.0000000042728  84
## - Ftper         1 0.0000000042749  84
## - nc_elite_sos  1 0.0000000042870  84
## - eFGD.         1 0.0000000043001  84
## - threePRate    1 0.0000000043305  84
## - Astper        1 0.0000000043813  84
## - Adj.T         1 0.0000000043977  84
## - threePper     1 0.0000000044252  84
## - barthag       1 0.0000000044471  84
## - twoPper       1 0.0000000044722  84
## - AvgHgt        1 0.0000000044862  84
## - Blkedper      1 0.0000000044874  84
## - adj_t_rk      1 0.0000000045104  84
## - adj_t         1 0.0000000045479  84
## - adj_o_rk      1 0.0000000046371  84
## - adj_d         1 0.0000000046553  84
## - wab           1 0.0000000066971  84
## <none>            0.0000000041703  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_fut_sos    1 0.0000000041728  82
## - RawT          1 0.0000000041757  82
## - Op.Ftper      1 0.0000000041773  82
## - Talent        1 0.0000000041787  82
## - barthag_rk    1 0.0000000041792  82
## - adj_o         1 0.0000000041847  82
## - nc_fut_sos    1 0.0000000041860  82
## - Blkper        1 0.0000000041862  82
## - OpAstper      1 0.0000000041914  82
## - Orebper       1 0.0000000041945  82
## - PPPOff        1 0.0000000041946  82
## - PPPDef        1 0.0000000042019  82
## - EffHgt        1 0.0000000042147  82
## - threePRateD   1 0.0000000042158  82
## - OpORebper     1 0.0000000042160  82
## - Exp           1 0.0000000042245  82
## - TOVper        1 0.0000000042268  82
## - TOVperD       1 0.0000000042311  82
## - FTRateD       1 0.0000000042311  82
## - eFG           1 0.0000000042354  82
## - twoPperD      1 0.0000000042545  82
## - FTRate        1 0.0000000042576  82
## - adj_d_rk      1 0.0000000042640  82
## - nc_elite_sos  1 0.0000000042756  82
## - Ftper         1 0.0000000043083  82
## - threePperD    1 0.0000000043121  82
## - threePRate    1 0.0000000043401  82
## - eFGD.         1 0.0000000043563  82
## - Astper        1 0.0000000043851  82
## - Adj.T         1 0.0000000044169  82
## - threePper     1 0.0000000044231  82
## - barthag       1 0.0000000044505  82
## - twoPper       1 0.0000000044718  82
## - AvgHgt        1 0.0000000045010  82
## - Blkedper      1 0.0000000045241  82
## - adj_t_rk      1 0.0000000045322  82
## - adj_t         1 0.0000000045585  82
## - ov_elite_sos  1 0.0000000045847  82
## - adj_o_rk      1 0.0000000046625  82
## - adj_d         1 0.0000000046628  82
## - wab           1 0.0000000068883  82
## <none>            0.0000000041718  84
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Op.Ftper      1 0.0000000041784  80
## - RawT          1 0.0000000041786  80
## - barthag_rk    1 0.0000000041802  80
## - Talent        1 0.0000000041815  80
## - Blkper        1 0.0000000041871  80
## - adj_o         1 0.0000000041891  80
## - OpAstper      1 0.0000000041920  80
## - PPPOff        1 0.0000000041941  80
## - Orebper       1 0.0000000041950  80
## - PPPDef        1 0.0000000042087  80
## - EffHgt        1 0.0000000042157  80
## - OpORebper     1 0.0000000042172  80
## - nc_fut_sos    1 0.0000000042215  80
## - threePRateD   1 0.0000000042255  80
## - TOVper        1 0.0000000042283  80
## - FTRateD       1 0.0000000042310  80
## - TOVperD       1 0.0000000042334  80
## - eFG           1 0.0000000042376  80
## - Exp           1 0.0000000042403  80
## - FTRate        1 0.0000000042634  80
## - twoPperD      1 0.0000000042663  80
## - adj_d_rk      1 0.0000000042778  80
## - Ftper         1 0.0000000043066  80
## - threePperD    1 0.0000000043285  80
## - threePRate    1 0.0000000043443  80
## - eFGD.         1 0.0000000043568  80
## - nc_elite_sos  1 0.0000000043661  80
## - Astper        1 0.0000000043872  80
## - threePper     1 0.0000000044248  80
## - Adj.T         1 0.0000000044313  80
## - barthag       1 0.0000000044562  80
## - twoPper       1 0.0000000044773  80
## - adj_t_rk      1 0.0000000045429  80
## - Blkedper      1 0.0000000045444  80
## - AvgHgt        1 0.0000000046488  80
## - adj_o_rk      1 0.0000000046674  80
## - adj_t         1 0.0000000046807  80
## - adj_d         1 0.0000000046965  80
## - ov_elite_sos  1 0.0000000054192  80
## - wab           1 0.0000000069726  80
## <none>            0.0000000041728  82
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + 
##     Talent + Ftper + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - RawT          1 0.0000000041838  78
## - barthag_rk    1 0.0000000041859  78
## - Talent        1 0.0000000041872  78
## - Blkper        1 0.0000000041919  78
## - adj_o         1 0.0000000041958  78
## - OpAstper      1 0.0000000041994  78
## - PPPOff        1 0.0000000042031  78
## - Orebper       1 0.0000000042043  78
## - EffHgt        1 0.0000000042368  78
## - threePRateD   1 0.0000000042426  78
## - nc_fut_sos    1 0.0000000042509  78
## - TOVper        1 0.0000000042511  78
## - PPPDef        1 0.0000000042531  78
## - eFG           1 0.0000000042703  78
## - FTRateD       1 0.0000000042727  78
## - FTRate        1 0.0000000042781  78
## - twoPperD      1 0.0000000042805  78
## - Exp           1 0.0000000042830  78
## - adj_d_rk      1 0.0000000043006  78
## - Ftper         1 0.0000000043207  78
## - TOVperD       1 0.0000000043584  78
## - threePperD    1 0.0000000043603  78
## - eFGD.         1 0.0000000043638  78
## - OpORebper     1 0.0000000043884  78
## - threePRate    1 0.0000000043934  78
## - threePper     1 0.0000000044291  78
## - Adj.T         1 0.0000000044472  78
## - barthag       1 0.0000000044633  78
## - Astper        1 0.0000000044726  78
## - nc_elite_sos  1 0.0000000044741  78
## - twoPper       1 0.0000000044851  78
## - Blkedper      1 0.0000000045548  78
## - adj_t         1 0.0000000046896  78
## - adj_t_rk      1 0.0000000046916  78
## - AvgHgt        1 0.0000000046972  78
## - adj_d         1 0.0000000047479  78
## - adj_o_rk      1 0.0000000048057  78
## - ov_elite_sos  1 0.0000000056540  78
## - wab           1 0.0000000070055  78
## <none>            0.0000000041784  80
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + 
##     PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - barthag_rk    1 0.0000000041890  76
## - Talent        1 0.0000000041953  76
## - Blkper        1 0.0000000041993  76
## - adj_o         1 0.0000000042024  76
## - PPPOff        1 0.0000000042062  76
## - Orebper       1 0.0000000042082  76
## - OpAstper      1 0.0000000042134  76
## - threePRateD   1 0.0000000042489  76
## - EffHgt        1 0.0000000042499  76
## - TOVper        1 0.0000000042580  76
## - nc_fut_sos    1 0.0000000042604  76
## - PPPDef        1 0.0000000042672  76
## - eFG           1 0.0000000042752  76
## - twoPperD      1 0.0000000042855  76
## - FTRate        1 0.0000000042915  76
## - Exp           1 0.0000000042989  76
## - FTRateD       1 0.0000000043148  76
## - adj_d_rk      1 0.0000000043274  76
## - Ftper         1 0.0000000043306  76
## - TOVperD       1 0.0000000043631  76
## - threePperD    1 0.0000000043651  76
## - eFGD.         1 0.0000000043665  76
## - OpORebper     1 0.0000000044026  76
## - threePRate    1 0.0000000044032  76
## - threePper     1 0.0000000044481  76
## - barthag       1 0.0000000044857  76
## - nc_elite_sos  1 0.0000000044870  76
## - Adj.T         1 0.0000000044981  76
## - twoPper       1 0.0000000045059  76
## - Astper        1 0.0000000045334  76
## - Blkedper      1 0.0000000045825  76
## - adj_t_rk      1 0.0000000046963  76
## - adj_t         1 0.0000000047342  76
## - AvgHgt        1 0.0000000047489  76
## - adj_d         1 0.0000000047705  76
## - adj_o_rk      1 0.0000000048229  76
## - ov_elite_sos  1 0.0000000056704  76
## - wab           1 0.0000000071730  76
## <none>            0.0000000041838  78
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=76
## conf_winner ~ barthag + adj_o_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + PPPOff + 
##     PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Talent        1 0.0000000041973  74
## - Blkper        1 0.0000000042037  74
## - adj_o         1 0.0000000042072  74
## - PPPOff        1 0.0000000042105  74
## - Orebper       1 0.0000000042135  74
## - OpAstper      1 0.0000000042231  74
## - EffHgt        1 0.0000000042584  74
## - threePRateD   1 0.0000000042600  74
## - TOVper        1 0.0000000042609  74
## - nc_fut_sos    1 0.0000000042726  74
## - PPPDef        1 0.0000000042738  74
## - eFG           1 0.0000000042782  74
## - twoPperD      1 0.0000000042873  74
## - FTRate        1 0.0000000043017  74
## - FTRateD       1 0.0000000043258  74
## - Exp           1 0.0000000043321  74
## - adj_d_rk      1 0.0000000043344  74
## - Ftper         1 0.0000000043391  74
## - threePperD    1 0.0000000043662  74
## - eFGD.         1 0.0000000043677  74
## - TOVperD       1 0.0000000044280  74
## - OpORebper     1 0.0000000044322  74
## - threePRate    1 0.0000000044441  74
## - threePper     1 0.0000000044613  74
## - twoPper       1 0.0000000045237  74
## - Astper        1 0.0000000045387  74
## - Adj.T         1 0.0000000045652  74
## - nc_elite_sos  1 0.0000000045879  74
## - adj_t_rk      1 0.0000000047012  74
## - Blkedper      1 0.0000000047033  74
## - AvgHgt        1 0.0000000047934  74
## - adj_o_rk      1 0.0000000048554  74
## - adj_d         1 0.0000000048608  74
## - adj_t         1 0.0000000049134  74
## - ov_elite_sos  1 0.0000000057691  74
## - barthag       1 0.0000000059323  74
## - wab           1 0.0000000071956  74
## <none>            0.0000000041890  76
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=74
## conf_winner ~ barthag + adj_o_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_o         1 0.0000000042139  72
## - Blkper        1 0.0000000042143  72
## - OpAstper      1 0.0000000042320  72
## - PPPOff        1 0.0000000042341  72
## - Orebper       1 0.0000000042387  72
## - EffHgt        1 0.0000000042653  72
## - threePRateD   1 0.0000000042709  72
## - eFG           1 0.0000000042845  72
## - PPPDef        1 0.0000000042866  72
## - TOVper        1 0.0000000042937  72
## - twoPperD      1 0.0000000042955  72
## - FTRate        1 0.0000000043142  72
## - nc_fut_sos    1 0.0000000043204  72
## - FTRateD       1 0.0000000043393  72
## - adj_d_rk      1 0.0000000043477  72
## - Exp           1 0.0000000043628  72
## - threePperD    1 0.0000000043764  72
## - eFGD.         1 0.0000000043854  72
## - Ftper         1 0.0000000044160  72
## - OpORebper     1 0.0000000044442  72
## - threePRate    1 0.0000000044505  72
## - TOVperD       1 0.0000000044961  72
## - threePper     1 0.0000000045271  72
## - Astper        1 0.0000000045532  72
## - twoPper       1 0.0000000045734  72
## - nc_elite_sos  1 0.0000000046000  72
## - Adj.T         1 0.0000000046308  72
## - adj_t_rk      1 0.0000000047065  72
## - Blkedper      1 0.0000000047701  72
## - AvgHgt        1 0.0000000048484  72
## - adj_o_rk      1 0.0000000048611  72
## - adj_t         1 0.0000000049405  72
## - adj_d         1 0.0000000050108  72
## - ov_elite_sos  1 0.0000000058044  72
## - barthag       1 0.0000000059929  72
## - wab           1 0.0000000072287  72
## <none>            0.0000000041973  74
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=72
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Blkper        1 0.0000000042325  70
## - Orebper       1 0.0000000042469  70
## - PPPOff        1 0.0000000042516  70
## - OpAstper      1 0.0000000042568  70
## - EffHgt        1 0.0000000042730  70
## - threePRateD   1 0.0000000042827  70
## - TOVper        1 0.0000000043009  70
## - twoPperD      1 0.0000000043078  70
## - PPPDef        1 0.0000000043174  70
## - nc_fut_sos    1 0.0000000043336  70
## - FTRateD       1 0.0000000043669  70
## - adj_d_rk      1 0.0000000043747  70
## - eFG           1 0.0000000043800  70
## - Exp           1 0.0000000043802  70
## - threePperD    1 0.0000000043848  70
## - eFGD.         1 0.0000000044025  70
## - FTRate        1 0.0000000044076  70
## - Ftper         1 0.0000000044481  70
## - OpORebper     1 0.0000000044558  70
## - threePRate    1 0.0000000044714  70
## - TOVperD       1 0.0000000045046  70
## - Astper        1 0.0000000046024  70
## - nc_elite_sos  1 0.0000000046082  70
## - threePper     1 0.0000000046434  70
## - Adj.T         1 0.0000000046528  70
## - twoPper       1 0.0000000047047  70
## - adj_t_rk      1 0.0000000047192  70
## - Blkedper      1 0.0000000047784  70
## - adj_o_rk      1 0.0000000049124  70
## - adj_t         1 0.0000000049576  70
## - AvgHgt        1 0.0000000049689  70
## - adj_d         1 0.0000000050061  70
## - ov_elite_sos  1 0.0000000060066  70
## - barthag       1 0.0000000060111  70
## - wab           1 0.0000000072756  70
## <none>            0.0000000042139  72
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=70
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPper + twoPperD + threePper + threePperD + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - OpAstper      1 0.0000000042587  68
## - PPPOff        1 0.0000000042835  68
## - Orebper       1 0.0000000042887  68
## - EffHgt        1 0.0000000043222  68
## - PPPDef        1 0.0000000043256  68
## - TOVper        1 0.0000000043379  68
## - nc_fut_sos    1 0.0000000043479  68
## - twoPperD      1 0.0000000043702  68
## - FTRateD       1 0.0000000043749  68
## - Exp           1 0.0000000043813  68
## - adj_d_rk      1 0.0000000043828  68
## - threePRateD   1 0.0000000043833  68
## - eFG           1 0.0000000043836  68
## - FTRate        1 0.0000000044091  68
## - threePperD    1 0.0000000044580  68
## - eFGD.         1 0.0000000044600  68
## - OpORebper     1 0.0000000044650  68
## - Ftper         1 0.0000000044749  68
## - threePRate    1 0.0000000044884  68
## - TOVperD       1 0.0000000045053  68
## - nc_elite_sos  1 0.0000000046155  68
## - Astper        1 0.0000000046270  68
## - threePper     1 0.0000000046506  68
## - Adj.T         1 0.0000000046676  68
## - twoPper       1 0.0000000047251  68
## - adj_t_rk      1 0.0000000047876  68
## - Blkedper      1 0.0000000048538  68
## - adj_o_rk      1 0.0000000049469  68
## - adj_t         1 0.0000000049867  68
## - adj_d         1 0.0000000050112  68
## - AvgHgt        1 0.0000000050462  68
## - ov_elite_sos  1 0.0000000061173  68
## - barthag       1 0.0000000061996  68
## - wab           1 0.0000000072764  68
## <none>            0.0000000042325  70
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=68
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPper + twoPperD + threePper + threePperD + 
##     Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Ftper + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - PPPDef        1 0.0000000043331  66
## - EffHgt        1 0.0000000043740  66
## - FTRateD       1 0.0000000043808  66
## - Orebper       1 0.0000000043811  66
## - twoPperD      1 0.0000000043864  66
## - eFG           1 0.0000000043878  66
## - PPPOff        1 0.0000000043893  66
## - nc_fut_sos    1 0.0000000043981  66
## - FTRate        1 0.0000000044179  66
## - adj_d_rk      1 0.0000000044398  66
## - Exp           1 0.0000000044533  66
## - TOVper        1 0.0000000044707  66
## - threePperD    1 0.0000000044770  66
## - eFGD.         1 0.0000000044799  66
## - threePRate    1 0.0000000044895  66
## - OpORebper     1 0.0000000045173  66
## - TOVperD       1 0.0000000045980  66
## - Astper        1 0.0000000046303  66
## - Ftper         1 0.0000000046445  66
## - nc_elite_sos  1 0.0000000046463  66
## - Adj.T         1 0.0000000046649  66
## - threePRateD   1 0.0000000047019  66
## - threePper     1 0.0000000047369  66
## - twoPper       1 0.0000000048062  66
## - Blkedper      1 0.0000000048973  66
## - adj_t_rk      1 0.0000000049455  66
## - adj_o_rk      1 0.0000000050209  66
## - adj_t         1 0.0000000050295  66
## - adj_d         1 0.0000000050579  66
## - AvgHgt        1 0.0000000050782  66
## - barthag       1 0.0000000062117  66
## - ov_elite_sos  1 0.0000000062341  66
## - wab           1 0.0000000076339  66
## <none>            0.0000000042587  68
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=66
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPper + twoPperD + threePper + threePperD + 
##     Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - eFG           1 0.0000000043920  64
## - nc_fut_sos    1 0.0000000044236  64
## - EffHgt        1 0.0000000044250  64
## - PPPOff        1 0.0000000044532  64
## - Exp           1 0.0000000044550  64
## - twoPperD      1 0.0000000044624  64
## - Orebper       1 0.0000000044654  64
## - FTRate        1 0.0000000045056  64
## - FTRateD       1 0.0000000045113  64
## - threePRate    1 0.0000000045145  64
## - adj_d_rk      1 0.0000000045154  64
## - TOVper        1 0.0000000045321  64
## - threePperD    1 0.0000000045329  64
## - eFGD.         1 0.0000000045602  64
## - Astper        1 0.0000000046328  64
## - nc_elite_sos  1 0.0000000046491  64
## - Adj.T         1 0.0000000046621  64
## - Ftper         1 0.0000000046780  64
## - threePper     1 0.0000000047767  64
## - threePRateD   1 0.0000000048304  64
## - OpORebper     1 0.0000000048857  64
## - twoPper       1 0.0000000049009  64
## - Blkedper      1 0.0000000049317  64
## - adj_t_rk      1 0.0000000049523  64
## - adj_o_rk      1 0.0000000050292  64
## - adj_t         1 0.0000000050421  64
## - TOVperD       1 0.0000000051387  64
## - AvgHgt        1 0.0000000051583  64
## - adj_d         1 0.0000000053112  64
## - barthag       1 0.0000000062223  64
## - ov_elite_sos  1 0.0000000065631  64
## - wab           1 0.0000000077110  64
## <none>            0.0000000043331  66
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=64
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     twoPper + twoPperD + threePper + threePperD + Blkedper + 
##     Astper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - FTRate        1 0.0000000045191  62
## - nc_fut_sos    1 0.0000000045206  62
## - twoPperD      1 0.0000000045215  62
## - FTRateD       1 0.0000000045501  62
## - threePRate    1 0.0000000045761  62
## - threePperD    1 0.0000000045970  62
## - eFGD.         1 0.0000000046246  62
## - Adj.T         1 0.0000000046895  62
## - EffHgt        1 0.0000000046908  62
## - adj_d_rk      1 0.0000000047010  62
## - nc_elite_sos  1 0.0000000047406  62
## - Exp           1 0.0000000047482  62
## - PPPOff        1 0.0000000047616  62
## - Orebper       1 0.0000000047717  62
## - threePper     1 0.0000000048358  62
## - Astper        1 0.0000000048796  62
## - Ftper         1 0.0000000049004  62
## - TOVper        1 0.0000000049102  62
## - OpORebper     1 0.0000000049314  62
## - twoPper       1 0.0000000049438  62
## - Blkedper      1 0.0000000049933  62
## - threePRateD   1 0.0000000050395  62
## - adj_t         1 0.0000000051151  62
## - adj_o_rk      1 0.0000000051331  62
## - adj_t_rk      1 0.0000000051373  62
## - TOVperD       1 0.0000000052031  62
## - adj_d         1 0.0000000053559  62
## - AvgHgt        1 0.0000000055849  62
## - ov_elite_sos  1 0.0000000066916  62
## - barthag       1 0.0000000067558  62
## - wab           1 0.0000000078879  62
## <none>            0.0000000043920  64
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=62
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     twoPper + twoPperD + threePper + threePperD + Blkedper + 
##     Astper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - FTRateD       1 0.0000000045771  60
## - nc_fut_sos    1 0.0000000045801  60
## - threePRate    1 0.0000000045841  60
## - twoPperD      1 0.0000000046620  60
## - Adj.T         1 0.0000000046915  60
## - adj_d_rk      1 0.0000000047033  60
## - Exp           1 0.0000000047613  60
## - nc_elite_sos  1 0.0000000047751  60
## - EffHgt        1 0.0000000047901  60
## - threePperD    1 0.0000000048160  60
## - eFGD.         1 0.0000000048324  60
## - OpORebper     1 0.0000000050759  60
## - adj_o_rk      1 0.0000000051334  60
## - threePRateD   1 0.0000000051732  60
## - adj_t         1 0.0000000051809  60
## - Ftper         1 0.0000000052920  60
## - PPPOff        1 0.0000000053641  60
## - Orebper       1 0.0000000053730  60
## - Blkedper      1 0.0000000055414  60
## - adj_t_rk      1 0.0000000055776  60
## - AvgHgt        1 0.0000000055831  60
## - TOVperD       1 0.0000000055908  60
## - twoPper       1 0.0000000057390  60
## - Astper        1 0.0000000057400  60
## - TOVper        1 0.0000000059035  60
## - threePper     1 0.0000000059192  60
## - adj_d         1 0.0000000062029  60
## - ov_elite_sos  1 0.0000000067729  60
## - barthag       1 0.0000000068775  60
## - wab           1 0.0000000092345  60
## <none>            0.0000000045191  62
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=60
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFGD. + TOVper + TOVperD + Orebper + OpORebper + twoPper + 
##     twoPperD + threePper + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_fut_sos    1 0.0000000046042  58
## - threePRate    1 0.0000000046700  58
## - twoPperD      1 0.0000000046952  58
## - adj_d_rk      1 0.0000000047378  58
## - Adj.T         1 0.0000000047395  58
## - Exp           1 0.0000000047713  58
## - nc_elite_sos  1 0.0000000048005  58
## - EffHgt        1 0.0000000048389  58
## - threePperD    1 0.0000000048586  58
## - eFGD.         1 0.0000000048633  58
## - OpORebper     1 0.0000000050862  58
## - adj_o_rk      1 0.0000000051468  58
## - adj_t         1 0.0000000052190  58
## - Ftper         1 0.0000000053365  58
## - threePRateD   1 0.0000000053449  58
## - PPPOff        1 0.0000000054174  58
## - Orebper       1 0.0000000054356  58
## - TOVperD       1 0.0000000055933  58
## - adj_t_rk      1 0.0000000056444  58
## - AvgHgt        1 0.0000000057047  58
## - twoPper       1 0.0000000057656  58
## - Astper        1 0.0000000058236  58
## - Blkedper      1 0.0000000058288  58
## - threePper     1 0.0000000059390  58
## - TOVper        1 0.0000000059444  58
## - adj_d         1 0.0000000062315  58
## - ov_elite_sos  1 0.0000000067921  58
## - barthag       1 0.0000000069094  58
## - wab           1 0.0000000093104  58
## <none>            0.0000000045771  60
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=58
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + ov_elite_sos + eFGD. + TOVper + 
##     TOVperD + Orebper + OpORebper + twoPper + twoPperD + threePper + 
##     threePperD + Blkedper + Astper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - twoPperD      1 0.0000000047115  56
## - EffHgt        1 0.0000000048433  56
## - Exp           1 0.0000000048723  56
## - threePRate    1 0.0000000048807  56
## - Adj.T         1 0.0000000048947  56
## - eFGD.         1 0.0000000048997  56
## - threePperD    1 0.0000000049036  56
## - nc_elite_sos  1 0.0000000049076  56
## - adj_d_rk      1 0.0000000049312  56
## - OpORebper     1 0.0000000050883  56
## - adj_o_rk      1 0.0000000051669  56
## - adj_t         1 0.0000000052259  56
## - Orebper       1 0.0000000055570  56
## - PPPOff        1 0.0000000055793  56
## - TOVperD       1 0.0000000056245  56
## - AvgHgt        1 0.0000000057405  56
## - twoPper       1 0.0000000058625  56
## - Ftper         1 0.0000000058707  56
## - Blkedper      1 0.0000000059121  56
## - threePRateD   1 0.0000000060015  56
## - TOVper        1 0.0000000060690  56
## - adj_d         1 0.0000000062548  56
## - threePper     1 0.0000000063160  56
## - Astper        1 0.0000000063760  56
## - adj_t_rk      1 0.0000000066299  56
## - ov_elite_sos  1 0.0000000068097  56
## - barthag       1 0.0000000075589  56
## - wab           1 0.0000000094775  56
## <none>            0.0000000046042  58
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=56
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + ov_elite_sos + eFGD. + TOVper + 
##     TOVperD + Orebper + OpORebper + twoPper + threePper + threePperD + 
##     Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_d_rk      1 0.0000000049651  54
## - OpORebper     1 0.0000000050923  54
## - Adj.T         1 0.0000000051048  54
## - adj_o_rk      1 0.0000000051759  54
## - nc_elite_sos  1 0.0000000052196  54
## - EffHgt        1 0.0000000052235  54
## - Exp           1 0.0000000052577  54
## - threePRate    1 0.0000000052682  54
## - PPPOff        1 0.0000000056033  54
## - TOVperD       1 0.0000000056727  54
## - adj_t         1 0.0000000057122  54
## - Orebper       1 0.0000000057313  54
## - AvgHgt        1 0.0000000057676  54
## - eFGD.         1 0.0000000057750  54
## - Blkedper      1 0.0000000059446  54
## - threePRateD   1 0.0000000059974  54
## - Ftper         1 0.0000000060519  54
## - twoPper       1 0.0000000060854  54
## - threePper     1 0.0000000063400  54
## - TOVper        1 0.0000000064037  54
## - threePperD    1 0.0000000064076  54
## - Astper        1 0.0000000064178  54
## - adj_d         1 0.0000000064962  54
## - adj_t_rk      1 0.0000000067480  54
## - barthag       1 0.0000000075835  54
## - ov_elite_sos  1 0.0000000082150  54
## - wab           1 0.0000000114843  54
## <none>            0.0000000047115  56
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=54
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + nc_elite_sos + ov_elite_sos + eFGD. + TOVper + TOVperD + 
##     Orebper + OpORebper + twoPper + threePper + threePperD + 
##     Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Adj.T         1 0.0000000051762  52
## - adj_o_rk      1 0.0000000052042  52
## - OpORebper     1 0.0000000052611  52
## - nc_elite_sos  1 0.0000000053336  52
## - Exp           1 0.0000000053624  52
## - threePRate    1 0.0000000055451  52
## - PPPOff        1 0.0000000056121  52
## - Orebper       1 0.0000000057303  52
## - eFGD.         1 0.0000000058382  52
## - adj_t         1 0.0000000059113  52
## - EffHgt        1 0.0000000059639  52
## - AvgHgt        1 0.0000000060312  52
## - threePRateD   1 0.0000000060318  52
## - Ftper         1 0.0000000060517  52
## - twoPper       1 0.0000000060840  52
## - Blkedper      1 0.0000000061027  52
## - TOVperD       1 0.0000000061680  52
## - threePper     1 0.0000000063381  52
## - TOVper        1 0.0000000064402  52
## - threePperD    1 0.0000000064844  52
## - Astper        1 0.0000000067039  52
## - adj_d         1 0.0000000071256  52
## - adj_t_rk      1 0.0000000076439  52
## - barthag       1 0.0000000083263  52
## - ov_elite_sos  1 0.0000000085920  52
## - wab           1 0.0000000117225  52
## <none>            0.0000000049651  54
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=52
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + nc_elite_sos + ov_elite_sos + eFGD. + TOVper + TOVperD + 
##     Orebper + OpORebper + twoPper + threePper + threePperD + 
##     Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt + 
##     Exp + Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_elite_sos  1 0.0000000054464  50
## - adj_o_rk      1 0.0000000054801  50
## - PPPOff        1 0.0000000056141  50
## - Exp           1 0.0000000057121  50
## - Orebper       1 0.0000000057336  50
## - OpORebper     1 0.0000000058569  50
## - EffHgt        1 0.0000000060169  50
## - threePRateD   1 0.0000000060577  50
## - eFGD.         1 0.0000000060751  50
## - Blkedper      1 0.0000000060797  50
## - twoPper       1 0.0000000060879  50
## - threePRate    1 0.0000000061026  50
## - AvgHgt        1 0.0000000061414  50
## - Ftper         1 0.0000000062891  50
## - threePper     1 0.0000000063422  50
## - TOVper        1 0.0000000064402  50
## - threePperD    1 0.0000000065849  50
## - TOVperD       1 0.0000000066825  50
## - Astper        1 0.0000000068951  50
## - adj_t         1 0.0000000075381  50
## - adj_t_rk      1 0.0000000076230  50
## - adj_d         1 0.0000000084430  50
## - ov_elite_sos  1 0.0000000087427  50
## - barthag       1 0.0000000088691  50
## - wab           1 0.0000000130794  50
## <none>            0.0000000051762  52
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=50
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + eFGD. + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPper + threePper + threePperD + Blkedper + 
##     Astper + threePRate + threePRateD + AvgHgt + EffHgt + Exp + 
##     Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - PPPOff        1 0.0000000056532  48
## - Orebper       1 0.0000000058059  48
## - OpORebper     1 0.0000000058709  48
## - Exp           1 0.0000000060488  48
## - twoPper       1 0.0000000060515  48
## - eFGD.         1 0.0000000060704  48
## - EffHgt        1 0.0000000061245  48
## - adj_o_rk      1 0.0000000063248  48
## - threePper     1 0.0000000063412  48
## - Ftper         1 0.0000000063425  48
## - TOVper        1 0.0000000064295  48
## - Blkedper      1 0.0000000064765  48
## - threePRate    1 0.0000000064880  48
## - AvgHgt        1 0.0000000065186  48
## - threePRateD   1 0.0000000065526  48
## - TOVperD       1 0.0000000066781  48
## - threePperD    1 0.0000000069329  48
## - Astper        1 0.0000000073351  48
## - adj_t         1 0.0000000077623  48
## - adj_t_rk      1 0.0000000078936  48
## - adj_d         1 0.0000000084803  48
## - ov_elite_sos  1 0.0000000098098  48
## - barthag       1 0.0000000109408  48
## - wab           1 0.0000000140680  48
## <none>            0.0000000054464  50
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=48
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + eFGD. + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPper + threePper + threePperD + Blkedper + 
##     Astper + threePRate + threePRateD + AvgHgt + EffHgt + Exp + 
##     Ftper
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Orebper       1 0.0000000058339  46
## - OpORebper     1 0.0000000059093  46
## - eFGD.         1 0.0000000060895  46
## - EffHgt        1 0.0000000061415  46
## - Exp           1 0.0000000061548  46
## - twoPper       1 0.0000000063502  46
## - Ftper         1 0.0000000064429  46
## - adj_o_rk      1 0.0000000065193  46
## - threePRate    1 0.0000000065426  46
## - AvgHgt        1 0.0000000065473  46
## - threePRateD   1 0.0000000065730  46
## - TOVperD       1 0.0000000067389  46
## - Blkedper      1 0.0000000068035  46
## - threePper     1 0.0000000068045  46
## - threePperD    1 0.0000000069146  46
## - TOVper        1 0.0000000071110  46
## - Astper        1 0.0000000074203  46
## - adj_t_rk      1 0.0000000079046  46
## - adj_t         1 0.0000000079845  46
## - adj_d         1 0.0000000095554  46
## - ov_elite_sos  1 0.0000000098182  46
## - barthag       1 0.0000000110024  46
## - wab           1 0.0000000144435  46
## <none>            0.0000000056532  48
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=46
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + eFGD. + TOVper + TOVperD + OpORebper + 
##     twoPper + threePper + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Exp + Ftper
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - OpORebper     1 0.0000000059581  44
## - eFGD.         1 0.0000000061355  44
## - EffHgt        1 0.0000000063217  44
## - Ftper         1 0.0000000064649  44
## - twoPper       1 0.0000000065767  44
## - Exp           1 0.0000000067243  44
## - threePper     1 0.0000000068290  44
## - TOVperD       1 0.0000000068779  44
## - AvgHgt        1 0.0000000069887  44
## - adj_o_rk      1 0.0000000070088  44
## - threePperD    1 0.0000000070154  44
## - Blkedper      1 0.0000000073587  44
## - TOVper        1 0.0000000073675  44
## - threePRateD   1 0.0000000076513  44
## - threePRate    1 0.0000000078901  44
## - Astper        1 0.0000000079213  44
## - adj_d         1 0.0000000095826  44
## - adj_t         1 0.0000000100146  44
## - ov_elite_sos  1 0.0000000106333  44
## - adj_t_rk      1 0.0000000107537  44
## - barthag       1 0.0000000110222  44
## - wab           1 0.0000000196216  44
## <none>            0.0000000058339  46
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=44
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + eFGD. + TOVper + TOVperD + twoPper + 
##     threePper + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Exp + Ftper
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - eFGD.         1 0.0000000062692  42
## - EffHgt        1 0.0000000067215  42
## - Ftper         1 0.0000000067589  42
## - Exp           1 0.0000000067778  42
## - threePperD    1 0.0000000070029  42
## - adj_o_rk      1 0.0000000070093  42
## - TOVperD       1 0.0000000071105  42
## - twoPper       1 0.0000000072406  42
## - TOVper        1 0.0000000074569  42
## - AvgHgt        1 0.0000000075387  42
## - Blkedper      1 0.0000000075708  42
## - threePRate    1 0.0000000079786  42
## - Astper        1 0.0000000083566  42
## - threePRateD   1 0.0000000086554  42
## - threePper     1 0.0000000087638  42
## - adj_t         1 0.0000000101420  42
## - adj_t_rk      1 0.0000000108399  42
## - barthag       1 0.0000000112655  42
## - ov_elite_sos  1 0.0000000123792  42
## - adj_d         1 0.0000000130447  42
## - wab           1 0.0000000200647  42
## <none>            0.0000000059581  44
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=42
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + TOVper + TOVperD + twoPper + threePper + 
##     threePperD + Blkedper + Astper + threePRate + threePRateD + 
##     AvgHgt + EffHgt + Exp + Ftper
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - EffHgt        1 0.0000000070010  40
## - Ftper         1 0.0000000070637  40
## - threePperD    1 0.0000000070714  40
## - adj_o_rk      1 0.0000000071870  40
## - TOVperD       1 0.0000000072749  40
## - TOVper        1 0.0000000074400  40
## - Blkedper      1 0.0000000075985  40
## - Exp           1 0.0000000077204  40
## - twoPper       1 0.0000000078132  40
## - AvgHgt        1 0.0000000081334  40
## - threePRate    1 0.0000000084929  40
## - threePRateD   1 0.0000000087363  40
## - threePper     1 0.0000000090978  40
## - Astper        1 0.0000000093533  40
## - adj_t         1 0.0000000105286  40
## - adj_t_rk      1 0.0000000108850  40
## - ov_elite_sos  1 0.0000000124996  40
## - adj_d         1 0.0000000131491  40
## - barthag       1 0.0000000135937  40
## - wab           1 0.0000000204539  40
## <none>            0.0000000062692  42
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=40
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + TOVper + TOVperD + twoPper + threePper + 
##     threePperD + Blkedper + Astper + threePRate + threePRateD + 
##     AvgHgt + Exp + Ftper
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePperD    1 0.0000000071404  38
## - TOVperD       1 0.0000000074184  38
## - Ftper         1 0.0000000076332  38
## - adj_o_rk      1 0.0000000080236  38
## - TOVper        1 0.0000000082230  38
## - AvgHgt        1 0.0000000084701  38
## - twoPper       1 0.0000000084936  38
## - Blkedper      1 0.0000000090959  38
## - threePRate    1 0.0000000091139  38
## - threePper     1 0.0000000091243  38
## - Exp           1 0.0000000094129  38
## - Astper        1 0.0000000099640  38
## - threePRateD   1 0.0000000104078  38
## - adj_t         1 0.0000000114256  38
## - adj_t_rk      1 0.0000000133735  38
## - adj_d         1 0.0000000134280  38
## - ov_elite_sos  1 0.0000000136845  38
## - barthag       1 0.0000000147647  38
## - wab           1 0.0000000227251  38
## <none>            0.0000000070010  40
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=38
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + TOVper + TOVperD + twoPper + threePper + 
##     Blkedper + Astper + threePRate + threePRateD + AvgHgt + Exp + 
##     Ftper
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - TOVperD       1 0.0000000077323  36
## - Ftper         1 0.0000000080501  36
## - TOVper        1 0.0000000084739  36
## - adj_o_rk      1 0.0000000084971  36
## - twoPper       1 0.0000000086366  36
## - AvgHgt        1 0.0000000091492  36
## - threePper     1 0.0000000092242  36
## - Exp           1 0.0000000094939  36
## - Blkedper      1 0.0000000100910  36
## - threePRate    1 0.0000000105849  36
## - Astper        1 0.0000000119347  36
## - threePRateD   1 0.0000000123153  36
## - adj_t         1 0.0000000129320  36
## - adj_t_rk      1 0.0000000141891  36
## - barthag       1 0.0000000155943  36
## - adj_d         1 0.0000000162328  36
## - ov_elite_sos  1 0.0000000178169  36
## - wab           1 0.0000000229304  36
## <none>            0.0000000071404  38
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=36
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + TOVper + twoPper + threePper + Blkedper + 
##     Astper + threePRate + threePRateD + AvgHgt + Exp + Ftper
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Ftper         1 0.0000000088023  34
## - adj_o_rk      1 0.0000000089852  34
## - threePper     1 0.0000000092958  34
## - TOVper        1 0.0000000093031  34
## - twoPper       1 0.0000000094806  34
## - Exp           1 0.0000000102498  34
## - AvgHgt        1 0.0000000106646  34
## - threePRate    1 0.0000000107876  34
## - Blkedper      1 0.0000000114747  34
## - Astper        1 0.0000000119792  34
## - adj_t         1 0.0000000150590  34
## - threePRateD   1 0.0000000160462  34
## - barthag       1 0.0000000165384  34
## - ov_elite_sos  1 0.0000000179266  34
## - adj_d         1 0.0000000182491  34
## - adj_t_rk      1 0.0000000215879  34
## - wab           1 0.0000000229672  34
## <none>            0.0000000077323  36
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=34
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + TOVper + twoPper + threePper + Blkedper + 
##     Astper + threePRate + threePRateD + AvgHgt + Exp
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - threePper     1 0.000000009458  32
## - twoPper       1 0.000000009489  32
## - TOVper        1 0.000000010577  32
## - Exp           1 0.000000010984  32
## - threePRate    1 0.000000012334  32
## - Blkedper      1 0.000000012926  32
## - AvgHgt        1 0.000000013772  32
## - Astper        1 0.000000013838  32
## - adj_o_rk      1 0.000000014004  32
## - threePRateD   1 0.000000017495  32
## - adj_t         1 0.000000018687  32
## - ov_elite_sos  1 0.000000019641  32
## - adj_d         1 0.000000024008  32
## - barthag       1 0.000000025449  32
## - wab           1 0.000000028231  32
## - adj_t_rk      1 0.000000047031  32
## <none>            0.000000008802  34
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=32
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + TOVper + twoPper + Blkedper + Astper + 
##     threePRate + threePRateD + AvgHgt + Exp
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - twoPper       1 0.000000009719  30
## - Exp           1 0.000000011531  30
## - TOVper        1 0.000000011808  30
## - threePRate    1 0.000000013845  30
## - AvgHgt        1 0.000000014563  30
## - Blkedper      1 0.000000015238  30
## - Astper        1 0.000000015599  30
## - adj_o_rk      1 0.000000016101  30
## - threePRateD   1 0.000000019940  30
## - adj_t         1 0.000000023456  30
## - barthag       1 0.000000025664  30
## - ov_elite_sos  1 0.000000028251  30
## - wab           1 0.000000028374  30
## - adj_d         1 0.000000029281  30
## - adj_t_rk      1 0.000000061537  30
## <none>            0.000000009458  32
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=30
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + TOVper + Blkedper + Astper + threePRate + 
##     threePRateD + AvgHgt + Exp
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - TOVper        1 0.000000011902  28
## - Exp           1 0.000000012087  28
## - AvgHgt        1 0.000000014647  28
## - Blkedper      1 0.000000016660  28
## - adj_o_rk      1 0.000000017897  28
## - Astper        1 0.000000019157  28
## - threePRate    1 0.000000019434  28
## - threePRateD   1 0.000000020324  28
## - barthag       1 0.000000025667  28
## - ov_elite_sos  1 0.000000028739  28
## - adj_t         1 0.000000030844  28
## - adj_d         1 0.000000038311  28
## - wab           1 0.000000045673  28
## - adj_t_rk      1 0.000000067041  28
## <none>            0.000000009719  30
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=28
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + Blkedper + Astper + threePRate + threePRateD + 
##     AvgHgt + Exp
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - Exp           1 0.000000013933  26
## - AvgHgt        1 0.000000016682  26
## - Blkedper      1 0.000000017982  26
## - adj_o_rk      1 0.000000018121  26
## - threePRate    1 0.000000021551  26
## - Astper        1 0.000000021615  26
## - ov_elite_sos  1 0.000000029065  26
## - barthag       1 0.000000030270  26
## - threePRateD   1 0.000000032858  26
## - adj_t         1 0.000000037676  26
## - adj_d         1 0.000000039168  26
## - wab           1 0.000000048612  26
## - adj_t_rk      1 0.000000086073  26
## <none>            0.000000011902  28
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=26
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + Blkedper + Astper + threePRate + threePRateD + 
##     AvgHgt
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - Blkedper      1 0.000000018101  24
## - adj_o_rk      1 0.000000020655  24
## - threePRate    1 0.000000022225  24
## - AvgHgt        1 0.000000025681  24
## - Astper        1 0.000000027536  24
## - barthag       1 0.000000035078  24
## - adj_t         1 0.000000047842  24
## - adj_d         1 0.000000053132  24
## - threePRateD   1 0.000000065638  24
## - wab           1 0.000000079731  24
## - ov_elite_sos  1 0.000000103547  24
## - adj_t_rk      1 0.000000124992  24
## <none>            0.000000013933  26
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=24
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + Astper + threePRate + threePRateD + 
##     AvgHgt
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df      Deviance AIC
## - threePRate    1 0.00000002218  22
## - adj_o_rk      1 0.00000002777  22
## - Astper        1 0.00000004069  22
## - AvgHgt        1 0.00000004307  22
## - barthag       1 0.00000004515  22
## - adj_d         1 0.00000007614  22
## - wab           1 0.00000013823  22
## - threePRateD   1 0.00000022483  22
## - adj_t         1 0.00000024288  22
## - adj_t_rk      1 0.00000092227  22
## - ov_elite_sos  1 0.00000102362  22
## <none>            0.00000001810  24
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=22
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + Astper + threePRateD + AvgHgt
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - adj_o_rk      1    0.000 20.000
## - barthag       1    0.000 20.000
## - Astper        1    0.000 20.000
## - AvgHgt        1    0.000 20.000
## - adj_d         1    0.000 20.000
## - adj_t         1    0.000 20.000
## - threePRateD   1    0.000 20.000
## - ov_elite_sos  1    0.000 20.000
## - adj_t_rk      1    0.000 20.000
## <none>               0.000 22.000
## - wab           1   17.554 37.554
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=20
## conf_winner ~ barthag + adj_d + adj_t + adj_t_rk + wab + ov_elite_sos + 
##     Astper + threePRateD + AvgHgt
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - barthag       1    0.000 18.000
## - Astper        1    0.000 18.000
## - adj_d         1    0.000 18.000
## - AvgHgt        1    0.000 18.000
## - adj_t         1    0.000 18.000
## - threePRateD   1    0.000 18.000
## <none>               0.000 20.000
## - adj_t_rk      1   10.300 28.300
## - ov_elite_sos  1   18.294 36.294
## - wab           1   26.447 44.447
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=18
## conf_winner ~ adj_d + adj_t + adj_t_rk + wab + ov_elite_sos + 
##     Astper + threePRateD + AvgHgt
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - adj_d         1    0.000 16.000
## - Astper        1    0.000 16.000
## - AvgHgt        1    0.000 16.000
## - adj_t         1    0.000 16.000
## <none>               0.000 18.000
## - adj_t_rk      1   11.143 27.143
## - threePRateD   1   11.579 27.579
## - ov_elite_sos  1   21.085 37.085
## - wab           1   34.906 50.906
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=16
## conf_winner ~ adj_t + adj_t_rk + wab + ov_elite_sos + Astper + 
##     threePRateD + AvgHgt
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## <none>               0.000 16.000
## - adj_t         1    6.873 20.873
## - adj_t_rk      1   11.728 25.728
## - Astper        1   12.589 26.589
## - threePRateD   1   13.428 27.428
## - AvgHgt        1   13.466 27.466
## - ov_elite_sos  1   21.104 35.104
## - wab           1   62.815 76.815
summary(SEC_lm.backward)
## 
## Call:
## glm(formula = conf_winner ~ adj_t + adj_t_rk + wab + ov_elite_sos + 
##     Astper + threePRateD + AvgHgt, family = "binomial", data = SEC_train.df, 
##     na.action = na.exclude)
## 
## Coefficients:
##                 Estimate  Std. Error z value Pr(>|z|)
## (Intercept)   -14846.250 6308919.064  -0.002    0.998
## adj_t             24.427   28568.683   0.001    0.999
## adj_t_rk           1.075     856.606   0.001    0.999
## wab               96.830    9852.439   0.010    0.992
## ov_elite_sos     -37.143    5780.657  -0.006    0.995
## Astper            15.506    7834.578   0.002    0.998
## threePRateD      -24.310    2258.018  -0.011    0.991
## AvgHgt           175.581   52182.620   0.003    0.997
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 81.63961944752  on 170  degrees of freedom
## Residual deviance:  0.00000030431  on 163  degrees of freedom
## AIC: 16
## 
## Number of Fisher Scoring iterations: 25
#accuracy
SEC.lm.back.pred <- predict(SEC_lm.backward, SEC_valid.df, na.action = na.pass)
accuracy(SEC.lm.back.pred, SEC_valid.df$conf_winner)
##                ME     RMSE      MAE MPE MAPE
## Test set 643.3614 813.6019 701.1438 NaN  Inf

Based on the backward selection, it is important to note that the variables selected from our function are adj_t, adj_t_rk, wab, ov_elite_sos, Astper,threePRateD, AvgHgt. As stated before, positive coefficients increase the likelihood of being a conference winner while negative coefficients decrease the likelihood of being a conference winner. None of the coefficients for the predictors are statistically significant, as indicated by the p-values (all greater than 0.05). The AIC is 16 which is very low, providing a measure of model fit. A lower AIC indicates a better-fitting model. The intercept has a very large negative value, indicating an extreme estimate. This could be a result of multicollinearity or other issues in model estimation.

Forward Selection

SEC.lm.null <- lm(conf_winner ~ 1, data = SEC_train.df, na.action = na.exclude)
SEC.lm.forward <- step(SEC.lm.null, direction = 'forward', scope = list(lower = SEC.lm.null, upper = SEC.lm))
## Start:  AIC=-478.55
## conf_winner ~ 1
## 
##                Df Sum of Sq     RSS     AIC
## + wab           1   2.64944  7.6430 -527.45
## + PPPDef        1   1.82512  8.4673 -509.93
## + adj_d         1   1.78883  8.5036 -509.20
## + eFGD.         1   1.45744  8.8350 -502.66
## + PPPOff        1   1.28305  9.0094 -499.32
## + adj_o         1   1.06480  9.2276 -495.23
## + barthag       1   1.04966  9.2427 -494.95
## + barthag_rk    1   0.97773  9.3147 -493.62
## + twoPperD      1   0.97595  9.3164 -493.59
## + threePperD    1   0.90239  9.3900 -492.25
## + adj_d_rk      1   0.81924  9.4732 -490.74
## + OpAstper      1   0.77801  9.5144 -489.99
## + adj_o_rk      1   0.72041  9.5720 -488.96
## + eFG           1   0.71211  9.5803 -488.81
## + Talent        1   0.69934  9.5931 -488.59
## + EffHgt        1   0.48396  9.8084 -484.79
## + threePper     1   0.47190  9.8205 -484.58
## + Orebper       1   0.46388  9.8285 -484.44
## + AvgHgt        1   0.43126  9.8611 -483.87
## + Blkper        1   0.42956  9.8628 -483.84
## + twoPper       1   0.41863  9.8738 -483.65
## + nc_elite_sos  1   0.40703  9.8854 -483.45
## + nc_fut_sos    1   0.34996  9.9424 -482.47
## + nc_cur_sos    1   0.34996  9.9424 -482.47
## + threePRateD   1   0.34089  9.9515 -482.31
## + ov_fut_sos    1   0.25250 10.0399 -480.80
## + ov_cur_sos    1   0.25250 10.0399 -480.80
## + TOVper        1   0.24583 10.0466 -480.69
## + FTRateD       1   0.22941 10.0630 -480.41
## + Blkedper      1   0.22855 10.0638 -480.39
## + OpORebper     1   0.18686 10.1055 -479.69
## + Op.Ftper      1   0.17446 10.1179 -479.48
## + ov_elite_sos  1   0.13778 10.1546 -478.86
## + Astper        1   0.13582 10.1566 -478.83
## + Ftper         1   0.12359 10.1688 -478.62
## <none>                      10.2924 -478.55
## + EliteSOS      1   0.10867 10.1837 -478.37
## + Exp           1   0.10835 10.1840 -478.36
## + FTRate        1   0.03906 10.2533 -477.20
## + threePRate    1   0.02025 10.2721 -476.89
## + TOVperD       1   0.00373 10.2887 -476.62
## + adj_t         1   0.00309 10.2893 -476.61
## + RawT          1   0.00063 10.2918 -476.56
## + Adj.T         1   0.00051 10.2919 -476.56
## + adj_t_rk      1   0.00000 10.2924 -476.55
## 
## Step:  AIC=-527.45
## conf_winner ~ wab
## 
##                Df Sum of Sq    RSS     AIC
## + barthag_rk    1   0.90726 6.7357 -547.06
## + barthag       1   0.84540 6.7976 -545.49
## + adj_o_rk      1   0.31295 7.3300 -532.60
## + PPPDef        1   0.19453 7.4484 -529.86
## + Op.Ftper      1   0.16649 7.4765 -529.21
## + Exp           1   0.16137 7.4816 -529.10
## + EliteSOS      1   0.14508 7.4979 -528.72
## + threePperD    1   0.13943 7.5035 -528.60
## + threePRateD   1   0.13898 7.5040 -528.59
## + adj_o         1   0.12747 7.5155 -528.32
## + eFGD.         1   0.12707 7.5159 -528.31
## + adj_d         1   0.12497 7.5180 -528.27
## + ov_elite_sos  1   0.12003 7.5229 -528.15
## + EffHgt        1   0.10609 7.5369 -527.84
## + Blkedper      1   0.09039 7.5526 -527.48
## <none>                      7.6430 -527.45
## + twoPper       1   0.06515 7.5778 -526.91
## + OpAstper      1   0.06022 7.5827 -526.80
## + ov_fut_sos    1   0.05722 7.5857 -526.73
## + ov_cur_sos    1   0.05722 7.5857 -526.73
## + eFG           1   0.04217 7.6008 -526.39
## + twoPperD      1   0.04145 7.6015 -526.38
## + PPPOff        1   0.03714 7.6058 -526.28
## + TOVper        1   0.03466 7.6083 -526.22
## + Astper        1   0.03445 7.6085 -526.22
## + adj_d_rk      1   0.02961 7.6134 -526.11
## + threePRate    1   0.02503 7.6179 -526.01
## + Orebper       1   0.02465 7.6183 -526.00
## + RawT          1   0.01859 7.6244 -525.86
## + Adj.T         1   0.01680 7.6262 -525.82
## + AvgHgt        1   0.01371 7.6293 -525.75
## + FTRateD       1   0.01246 7.6305 -525.73
## + Talent        1   0.00939 7.6336 -525.66
## + adj_t_rk      1   0.00775 7.6352 -525.62
## + nc_fut_sos    1   0.00761 7.6354 -525.62
## + nc_cur_sos    1   0.00761 7.6354 -525.62
## + adj_t         1   0.00744 7.6355 -525.61
## + threePper     1   0.00342 7.6395 -525.52
## + FTRate        1   0.00098 7.6420 -525.47
## + Blkper        1   0.00080 7.6422 -525.47
## + Ftper         1   0.00041 7.6426 -525.46
## + nc_elite_sos  1   0.00003 7.6429 -525.45
## + OpORebper     1   0.00000 7.6430 -525.45
## + TOVperD       1   0.00000 7.6430 -525.45
## 
## Step:  AIC=-547.06
## conf_winner ~ wab + barthag_rk
## 
##                Df Sum of Sq    RSS     AIC
## + adj_d         1   0.38773 6.3480 -555.19
## + PPPDef        1   0.34302 6.3927 -553.99
## + eFGD.         1   0.33576 6.3999 -553.80
## + threePRateD   1   0.25390 6.4818 -551.63
## + threePperD    1   0.18755 6.5482 -549.88
## + twoPperD      1   0.18250 6.5532 -549.75
## + Exp           1   0.16036 6.5753 -549.18
## + OpAstper      1   0.15512 6.5806 -549.04
## + Astper        1   0.12480 6.6109 -548.25
## + EffHgt        1   0.10465 6.6310 -547.73
## + Talent        1   0.09528 6.6404 -547.49
## <none>                      6.7357 -547.06
## + Op.Ftper      1   0.05909 6.6766 -546.56
## + adj_d_rk      1   0.05312 6.6826 -546.41
## + OpORebper     1   0.04791 6.6878 -546.28
## + EliteSOS      1   0.04648 6.6892 -546.24
## + AvgHgt        1   0.04460 6.6911 -546.19
## + adj_t_rk      1   0.04047 6.6952 -546.09
## + nc_elite_sos  1   0.03992 6.6958 -546.07
## + threePper     1   0.03955 6.6962 -546.06
## + nc_fut_sos    1   0.03545 6.7003 -545.96
## + nc_cur_sos    1   0.03545 6.7003 -545.96
## + ov_elite_sos  1   0.03367 6.7020 -545.91
## + Blkedper      1   0.03076 6.7049 -545.84
## + Adj.T         1   0.03008 6.7056 -545.82
## + RawT          1   0.02676 6.7089 -545.74
## + adj_t         1   0.02052 6.7152 -545.58
## + PPPOff        1   0.01746 6.7182 -545.50
## + Orebper       1   0.01248 6.7232 -545.37
## + TOVperD       1   0.01244 6.7233 -545.37
## + FTRate        1   0.01104 6.7247 -545.34
## + barthag       1   0.01102 6.7247 -545.34
## + threePRate    1   0.01004 6.7257 -545.31
## + eFG           1   0.00590 6.7298 -545.21
## + Blkper        1   0.00542 6.7303 -545.19
## + FTRateD       1   0.00519 6.7305 -545.19
## + adj_o_rk      1   0.00464 6.7311 -545.17
## + Ftper         1   0.00375 6.7320 -545.15
## + twoPper       1   0.00141 6.7343 -545.09
## + ov_fut_sos    1   0.00033 6.7354 -545.06
## + ov_cur_sos    1   0.00033 6.7354 -545.06
## + adj_o         1   0.00004 6.7357 -545.06
## + TOVper        1   0.00001 6.7357 -545.06
## 
## Step:  AIC=-555.19
## conf_winner ~ wab + barthag_rk + adj_d
## 
##                Df Sum of Sq    RSS     AIC
## + adj_o         1   0.69519 5.6528 -573.03
## + PPPOff        1   0.61946 5.7285 -570.75
## + adj_o_rk      1   0.46558 5.8824 -566.22
## + adj_d_rk      1   0.33606 6.0119 -562.49
## + eFG           1   0.17867 6.1693 -558.08
## + threePper     1   0.17035 6.1776 -557.84
## + threePRateD   1   0.14618 6.2018 -557.18
## + TOVperD       1   0.10947 6.2385 -556.17
## + Exp           1   0.10113 6.2469 -555.94
## + OpAstper      1   0.09353 6.2544 -555.73
## + Ftper         1   0.07689 6.2711 -555.28
## <none>                      6.3480 -555.19
## + EffHgt        1   0.06832 6.2797 -555.04
## + Astper        1   0.06488 6.2831 -554.95
## + TOVper        1   0.05533 6.2926 -554.69
## + eFGD.         1   0.05474 6.2932 -554.67
## + Talent        1   0.04115 6.3068 -554.31
## + EliteSOS      1   0.03913 6.3088 -554.25
## + nc_fut_sos    1   0.03727 6.3107 -554.20
## + nc_cur_sos    1   0.03727 6.3107 -554.20
## + twoPper       1   0.03286 6.3151 -554.08
## + ov_elite_sos  1   0.03155 6.3164 -554.05
## + AvgHgt        1   0.02954 6.3184 -553.99
## + threePperD    1   0.02899 6.3190 -553.98
## + nc_elite_sos  1   0.02194 6.3260 -553.79
## + twoPperD      1   0.01889 6.3291 -553.70
## + Op.Ftper      1   0.01693 6.3310 -553.65
## + OpORebper     1   0.01464 6.3333 -553.59
## + Blkedper      1   0.01085 6.3371 -553.49
## + Orebper       1   0.00602 6.3420 -553.36
## + PPPDef        1   0.00546 6.3425 -553.34
## + FTRate        1   0.00409 6.3439 -553.30
## + FTRateD       1   0.00349 6.3445 -553.29
## + adj_t         1   0.00296 6.3450 -553.27
## + Blkper        1   0.00105 6.3469 -553.22
## + adj_t_rk      1   0.00100 6.3470 -553.22
## + RawT          1   0.00091 6.3471 -553.22
## + Adj.T         1   0.00057 6.3474 -553.21
## + threePRate    1   0.00013 6.3478 -553.20
## + ov_fut_sos    1   0.00011 6.3479 -553.20
## + ov_cur_sos    1   0.00011 6.3479 -553.20
## + barthag       1   0.00010 6.3479 -553.20
## 
## Step:  AIC=-573.03
## conf_winner ~ wab + barthag_rk + adj_d + adj_o
## 
##                Df Sum of Sq    RSS     AIC
## + ov_elite_sos  1  0.115717 5.5371 -574.56
## + EliteSOS      1  0.110892 5.5419 -574.41
## + adj_d_rk      1  0.101332 5.5515 -574.12
## + adj_o_rk      1  0.093936 5.5588 -573.89
## + barthag       1  0.084110 5.5687 -573.59
## <none>                      5.6528 -573.03
## + PPPOff        1  0.055721 5.5971 -572.72
## + Astper        1  0.055362 5.5974 -572.71
## + TOVperD       1  0.048223 5.6046 -572.49
## + threePRateD   1  0.044231 5.6086 -572.37
## + eFGD.         1  0.041594 5.6112 -572.29
## + Ftper         1  0.039731 5.6131 -572.23
## + OpAstper      1  0.037068 5.6157 -572.15
## + Exp           1  0.034481 5.6183 -572.07
## + threePperD    1  0.029520 5.6233 -571.92
## + threePper     1  0.025122 5.6277 -571.79
## + AvgHgt        1  0.019704 5.6331 -571.62
## + Blkedper      1  0.018483 5.6343 -571.59
## + PPPDef        1  0.017064 5.6357 -571.54
## + OpORebper     1  0.016865 5.6359 -571.54
## + twoPperD      1  0.016057 5.6367 -571.51
## + ov_fut_sos    1  0.014942 5.6378 -571.48
## + ov_cur_sos    1  0.014942 5.6378 -571.48
## + Op.Ftper      1  0.014041 5.6387 -571.45
## + RawT          1  0.013484 5.6393 -571.44
## + adj_t         1  0.012994 5.6398 -571.42
## + EffHgt        1  0.011019 5.6418 -571.36
## + Adj.T         1  0.010839 5.6419 -571.36
## + eFG           1  0.008713 5.6441 -571.29
## + threePRate    1  0.004489 5.6483 -571.16
## + Blkper        1  0.002454 5.6503 -571.10
## + FTRate        1  0.002443 5.6503 -571.10
## + nc_fut_sos    1  0.002296 5.6505 -571.10
## + nc_cur_sos    1  0.002296 5.6505 -571.10
## + FTRateD       1  0.001278 5.6515 -571.07
## + twoPper       1  0.001060 5.6517 -571.06
## + nc_elite_sos  1  0.001025 5.6518 -571.06
## + TOVper        1  0.001010 5.6518 -571.06
## + Talent        1  0.000449 5.6523 -571.04
## + adj_t_rk      1  0.000396 5.6524 -571.04
## + Orebper       1  0.000008 5.6528 -571.03
## 
## Step:  AIC=-574.56
## conf_winner ~ wab + barthag_rk + adj_d + adj_o + ov_elite_sos
## 
##                Df Sum of Sq    RSS     AIC
## + ov_fut_sos    1  0.118085 5.4190 -576.25
## + ov_cur_sos    1  0.118085 5.4190 -576.25
## + barthag       1  0.113722 5.4233 -576.11
## + nc_fut_sos    1  0.112411 5.4247 -576.07
## + nc_cur_sos    1  0.112411 5.4247 -576.07
## + TOVperD       1  0.083940 5.4531 -575.18
## + nc_elite_sos  1  0.075534 5.4615 -574.91
## <none>                      5.5371 -574.56
## + adj_o_rk      1  0.063061 5.4740 -574.52
## + adj_d_rk      1  0.052345 5.4847 -574.19
## + Ftper         1  0.048577 5.4885 -574.07
## + OpAstper      1  0.042955 5.4941 -573.90
## + PPPDef        1  0.039235 5.4978 -573.78
## + Astper        1  0.038522 5.4985 -573.76
## + Exp           1  0.036185 5.5009 -573.69
## + AvgHgt        1  0.034779 5.5023 -573.64
## + Blkedper      1  0.032460 5.5046 -573.57
## + threePRateD   1  0.031369 5.5057 -573.54
## + OpORebper     1  0.025405 5.5117 -573.35
## + RawT          1  0.020936 5.5161 -573.21
## + threePperD    1  0.020155 5.5169 -573.19
## + EffHgt        1  0.016864 5.5202 -573.09
## + adj_t         1  0.015992 5.5211 -573.06
## + Adj.T         1  0.015738 5.5213 -573.05
## + FTRate        1  0.011797 5.5253 -572.93
## + eFGD.         1  0.011588 5.5255 -572.92
## + threePper     1  0.010995 5.5261 -572.90
## + Blkper        1  0.004387 5.5327 -572.70
## + FTRateD       1  0.004016 5.5331 -572.69
## + Orebper       1  0.003568 5.5335 -572.67
## + twoPperD      1  0.001733 5.5353 -572.62
## + Talent        1  0.001302 5.5358 -572.60
## + PPPOff        1  0.000827 5.5362 -572.59
## + TOVper        1  0.000756 5.5363 -572.59
## + threePRate    1  0.000650 5.5364 -572.58
## + twoPper       1  0.000368 5.5367 -572.58
## + Op.Ftper      1  0.000356 5.5367 -572.57
## + EliteSOS      1  0.000260 5.5368 -572.57
## + adj_t_rk      1  0.000227 5.5368 -572.57
## + eFG           1  0.000061 5.5370 -572.57
## 
## Step:  AIC=-576.25
## conf_winner ~ wab + barthag_rk + adj_d + adj_o + ov_elite_sos + 
##     ov_fut_sos
## 
##                Df Sum of Sq    RSS     AIC
## + barthag       1  0.102221 5.3168 -577.51
## + threePRateD   1  0.065900 5.3531 -576.34
## + TOVperD       1  0.065094 5.3539 -576.32
## <none>                      5.4190 -576.25
## + Astper        1  0.057595 5.3614 -576.08
## + adj_o_rk      1  0.054815 5.3642 -575.99
## + nc_elite_sos  1  0.053574 5.3654 -575.95
## + adj_d_rk      1  0.052307 5.3667 -575.91
## + Ftper         1  0.041478 5.3775 -575.56
## + OpAstper      1  0.038452 5.3805 -575.47
## + Exp           1  0.030321 5.3887 -575.21
## + nc_fut_sos    1  0.024697 5.3943 -575.03
## + nc_cur_sos    1  0.024697 5.3943 -575.03
## + eFGD.         1  0.022690 5.3963 -574.97
## + FTRate        1  0.022038 5.3969 -574.95
## + PPPOff        1  0.018857 5.4001 -574.85
## + Blkedper      1  0.017430 5.4016 -574.80
## + EffHgt        1  0.016697 5.4023 -574.78
## + threePper     1  0.016637 5.4023 -574.78
## + AvgHgt        1  0.013380 5.4056 -574.67
## + threePperD    1  0.010976 5.4080 -574.60
## + twoPperD      1  0.010403 5.4086 -574.58
## + PPPDef        1  0.009609 5.4094 -574.55
## + OpORebper     1  0.008160 5.4108 -574.51
## + threePRate    1  0.007429 5.4116 -574.48
## + RawT          1  0.006104 5.4129 -574.44
## + adj_t         1  0.005538 5.4134 -574.43
## + Talent        1  0.004672 5.4143 -574.40
## + Op.Ftper      1  0.004063 5.4149 -574.38
## + EliteSOS      1  0.003549 5.4154 -574.36
## + FTRateD       1  0.003434 5.4155 -574.36
## + Adj.T         1  0.003118 5.4159 -574.35
## + Blkper        1  0.003032 5.4160 -574.35
## + TOVper        1  0.001454 5.4175 -574.30
## + twoPper       1  0.001266 5.4177 -574.29
## + adj_t_rk      1  0.000551 5.4184 -574.27
## + eFG           1  0.000197 5.4188 -574.26
## + Orebper       1  0.000023 5.4190 -574.25
## 
## Step:  AIC=-577.51
## conf_winner ~ wab + barthag_rk + adj_d + adj_o + ov_elite_sos + 
##     ov_fut_sos + barthag
## 
##                Df Sum of Sq    RSS     AIC
## + adj_o_rk      1  0.105374 5.2114 -578.93
## + threePRateD   1  0.086196 5.2306 -578.30
## + TOVperD       1  0.085444 5.2313 -578.28
## <none>                      5.3168 -577.51
## + adj_d_rk      1  0.060142 5.2566 -577.45
## + Astper        1  0.059187 5.2576 -577.42
## + nc_elite_sos  1  0.058718 5.2580 -577.41
## + OpAstper      1  0.047497 5.2693 -577.04
## + eFGD.         1  0.041022 5.2757 -576.83
## + Ftper         1  0.040775 5.2760 -576.82
## + twoPperD      1  0.029232 5.2875 -576.45
## + nc_fut_sos    1  0.027212 5.2895 -576.38
## + nc_cur_sos    1  0.027212 5.2895 -576.38
## + PPPOff        1  0.026533 5.2902 -576.36
## + threePper     1  0.024490 5.2923 -576.30
## + EffHgt        1  0.020975 5.2958 -576.18
## + Exp           1  0.020467 5.2963 -576.17
## + AvgHgt        1  0.020131 5.2966 -576.16
## + PPPDef        1  0.015997 5.3008 -576.02
## + threePRate    1  0.015210 5.3016 -576.00
## + FTRate        1  0.013530 5.3032 -575.94
## + Talent        1  0.013262 5.3035 -575.93
## + Blkedper      1  0.010825 5.3059 -575.86
## + threePperD    1  0.007542 5.3092 -575.75
## + RawT          1  0.004577 5.3122 -575.65
## + Op.Ftper      1  0.004184 5.3126 -575.64
## + adj_t         1  0.004100 5.3127 -575.64
## + EliteSOS      1  0.003584 5.3132 -575.62
## + FTRateD       1  0.002064 5.3147 -575.57
## + OpORebper     1  0.001903 5.3149 -575.57
## + Adj.T         1  0.001552 5.3152 -575.56
## + twoPper       1  0.001372 5.3154 -575.55
## + adj_t_rk      1  0.001266 5.3155 -575.55
## + eFG           1  0.000919 5.3158 -575.54
## + TOVper        1  0.000232 5.3165 -575.51
## + Orebper       1  0.000005 5.3168 -575.51
## + Blkper        1  0.000000 5.3168 -575.51
## 
## Step:  AIC=-578.93
## conf_winner ~ wab + barthag_rk + adj_d + adj_o + ov_elite_sos + 
##     ov_fut_sos + barthag + adj_o_rk
## 
##                Df Sum of Sq    RSS     AIC
## + TOVperD       1  0.108794 5.1026 -580.54
## + eFGD.         1  0.065660 5.1457 -579.10
## <none>                      5.2114 -578.93
## + threePRateD   1  0.060104 5.1513 -578.91
## + OpAstper      1  0.048496 5.1629 -578.53
## + Astper        1  0.048212 5.1632 -578.52
## + nc_elite_sos  1  0.040846 5.1705 -578.28
## + twoPperD      1  0.039024 5.1724 -578.22
## + EffHgt        1  0.032688 5.1787 -578.01
## + Ftper         1  0.030320 5.1811 -577.93
## + AvgHgt        1  0.027187 5.1842 -577.82
## + PPPDef        1  0.024160 5.1872 -577.72
## + Exp           1  0.022852 5.1885 -577.68
## + PPPOff        1  0.021769 5.1896 -577.65
## + threePper     1  0.018578 5.1928 -577.54
## + threePperD    1  0.017090 5.1943 -577.49
## + nc_fut_sos    1  0.016824 5.1946 -577.48
## + nc_cur_sos    1  0.016824 5.1946 -577.48
## + Talent        1  0.015644 5.1957 -577.44
## + threePRate    1  0.013344 5.1980 -577.37
## + adj_t_rk      1  0.011322 5.2001 -577.30
## + FTRateD       1  0.009017 5.2024 -577.23
## + Blkedper      1  0.008960 5.2024 -577.22
## + FTRate        1  0.005245 5.2061 -577.10
## + TOVper        1  0.005143 5.2062 -577.10
## + twoPper       1  0.004802 5.2066 -577.09
## + Op.Ftper      1  0.003567 5.2078 -577.05
## + OpORebper     1  0.002356 5.2090 -577.01
## + adj_t         1  0.001748 5.2096 -576.99
## + RawT          1  0.001687 5.2097 -576.99
## + Orebper       1  0.000406 5.2110 -576.94
## + eFG           1  0.000281 5.2111 -576.94
## + adj_d_rk      1  0.000162 5.2112 -576.94
## + EliteSOS      1  0.000065 5.2113 -576.93
## + Adj.T         1  0.000034 5.2114 -576.93
## + Blkper        1  0.000032 5.2114 -576.93
## 
## Step:  AIC=-580.54
## conf_winner ~ wab + barthag_rk + adj_d + adj_o + ov_elite_sos + 
##     ov_fut_sos + barthag + adj_o_rk + TOVperD
## 
##                Df Sum of Sq    RSS     AIC
## + Astper        1  0.070158 5.0324 -580.90
## <none>                      5.1026 -580.54
## + FTRateD       1  0.053299 5.0493 -580.33
## + Talent        1  0.035051 5.0675 -579.72
## + Ftper         1  0.025161 5.0774 -579.38
## + threePRateD   1  0.023869 5.0787 -579.34
## + PPPOff        1  0.023810 5.0788 -579.34
## + FTRate        1  0.021969 5.0806 -579.28
## + nc_elite_sos  1  0.021944 5.0807 -579.27
## + threePper     1  0.018893 5.0837 -579.17
## + TOVper        1  0.015554 5.0870 -579.06
## + Blkedper      1  0.013853 5.0887 -579.00
## + Exp           1  0.012865 5.0897 -578.97
## + OpAstper      1  0.012505 5.0901 -578.96
## + PPPDef        1  0.008766 5.0938 -578.83
## + RawT          1  0.008019 5.0946 -578.81
## + adj_t         1  0.006612 5.0960 -578.76
## + threePRate    1  0.006355 5.0962 -578.75
## + OpORebper     1  0.006350 5.0962 -578.75
## + EliteSOS      1  0.005050 5.0975 -578.71
## + eFGD.         1  0.004075 5.0985 -578.67
## + twoPper       1  0.004033 5.0986 -578.67
## + threePperD    1  0.002877 5.0997 -578.63
## + adj_t_rk      1  0.002872 5.0997 -578.63
## + Adj.T         1  0.002708 5.0999 -578.63
## + adj_d_rk      1  0.002538 5.1001 -578.62
## + EffHgt        1  0.002380 5.1002 -578.62
## + nc_fut_sos    1  0.002067 5.1005 -578.61
## + nc_cur_sos    1  0.002067 5.1005 -578.61
## + Orebper       1  0.001652 5.1009 -578.59
## + twoPperD      1  0.001453 5.1011 -578.59
## + AvgHgt        1  0.000951 5.1016 -578.57
## + Blkper        1  0.000368 5.1022 -578.55
## + Op.Ftper      1  0.000150 5.1024 -578.54
## + eFG           1  0.000123 5.1025 -578.54
## 
## Step:  AIC=-580.9
## conf_winner ~ wab + barthag_rk + adj_d + adj_o + ov_elite_sos + 
##     ov_fut_sos + barthag + adj_o_rk + TOVperD + Astper
## 
##                Df Sum of Sq    RSS     AIC
## <none>                      5.0324 -580.90
## + FTRateD       1  0.056334 4.9761 -580.83
## + threePRateD   1  0.043519 4.9889 -580.39
## + Ftper         1  0.026625 5.0058 -579.81
## + PPPOff        1  0.024764 5.0077 -579.75
## + nc_elite_sos  1  0.022197 5.0102 -579.66
## + Exp           1  0.021905 5.0105 -579.65
## + Talent        1  0.018115 5.0143 -579.52
## + TOVper        1  0.017796 5.0146 -579.51
## + FTRate        1  0.015768 5.0167 -579.44
## + OpAstper      1  0.014423 5.0180 -579.40
## + OpORebper     1  0.012695 5.0197 -579.34
## + threePper     1  0.012036 5.0204 -579.31
## + Blkedper      1  0.011369 5.0211 -579.29
## + PPPDef        1  0.009470 5.0230 -579.23
## + threePRate    1  0.009095 5.0233 -579.21
## + RawT          1  0.008438 5.0240 -579.19
## + adj_t         1  0.007419 5.0250 -579.16
## + eFGD.         1  0.006675 5.0258 -579.13
## + EliteSOS      1  0.006183 5.0263 -579.12
## + twoPper       1  0.004380 5.0281 -579.05
## + threePperD    1  0.003010 5.0294 -579.01
## + adj_d_rk      1  0.002658 5.0298 -579.00
## + twoPperD      1  0.002619 5.0298 -578.99
## + Adj.T         1  0.002563 5.0299 -578.99
## + nc_fut_sos    1  0.002534 5.0299 -578.99
## + nc_cur_sos    1  0.002534 5.0299 -578.99
## + adj_t_rk      1  0.001379 5.0311 -578.95
## + Op.Ftper      1  0.001179 5.0313 -578.94
## + Orebper       1  0.001108 5.0313 -578.94
## + AvgHgt        1  0.001008 5.0314 -578.94
## + eFG           1  0.000917 5.0315 -578.94
## + EffHgt        1  0.000774 5.0317 -578.93
## + Blkper        1  0.000003 5.0324 -578.90
#accuracy
SEC.lm.forward.pred <- predict(SEC.lm.forward, SEC_valid.df, na.action = na.pass)
accuracy(SEC.lm.forward.pred, SEC_valid.df$conf_winner)
##                  ME    RMSE       MAE MPE MAPE
## Test set 0.07288133 0.27032 0.1682563 NaN  Inf

Stepwise Selection

SEC.lm.stepwise <- step(SEC.lm, direction = 'both')
## Start:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - EliteSOS      1 0.0000000041718  84
## - ov_fut_sos    1 0.0000000041722  84
## - RawT          1 0.0000000041741  84
## - barthag_rk    1 0.0000000041778  84
## - Op.Ftper      1 0.0000000041789  84
## - Talent        1 0.0000000041799  84
## - adj_o         1 0.0000000041838  84
## - nc_fut_sos    1 0.0000000041868  84
## - Blkper        1 0.0000000041877  84
## - OpAstper      1 0.0000000041882  84
## - Orebper       1 0.0000000041936  84
## - PPPOff        1 0.0000000041946  84
## - PPPDef        1 0.0000000041958  84
## - TOVper        1 0.0000000042136  84
## - EffHgt        1 0.0000000042148  84
## - threePRateD   1 0.0000000042155  84
## - twoPperD      1 0.0000000042175  84
## - FTRateD       1 0.0000000042180  84
## - OpORebper     1 0.0000000042183  84
## - eFG           1 0.0000000042203  84
## - TOVperD       1 0.0000000042275  84
## - Exp           1 0.0000000042291  84
## - ov_elite_sos  1 0.0000000042472  84
## - FTRate        1 0.0000000042515  84
## - adj_d_rk      1 0.0000000042581  84
## - threePperD    1 0.0000000042728  84
## - Ftper         1 0.0000000042749  84
## - nc_elite_sos  1 0.0000000042870  84
## - eFGD.         1 0.0000000043001  84
## - threePRate    1 0.0000000043305  84
## - Astper        1 0.0000000043813  84
## - Adj.T         1 0.0000000043977  84
## - threePper     1 0.0000000044252  84
## - barthag       1 0.0000000044471  84
## - twoPper       1 0.0000000044722  84
## - AvgHgt        1 0.0000000044862  84
## - Blkedper      1 0.0000000044874  84
## - adj_t_rk      1 0.0000000045104  84
## - adj_t         1 0.0000000045479  84
## - adj_o_rk      1 0.0000000046371  84
## - adj_d         1 0.0000000046553  84
## - wab           1 0.0000000066971  84
## <none>            0.0000000041703  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_fut_sos    1 0.0000000041728  82
## - RawT          1 0.0000000041757  82
## - Op.Ftper      1 0.0000000041773  82
## - Talent        1 0.0000000041787  82
## - barthag_rk    1 0.0000000041792  82
## - adj_o         1 0.0000000041847  82
## - nc_fut_sos    1 0.0000000041860  82
## - Blkper        1 0.0000000041862  82
## - OpAstper      1 0.0000000041914  82
## - Orebper       1 0.0000000041945  82
## - PPPOff        1 0.0000000041946  82
## - PPPDef        1 0.0000000042019  82
## - EffHgt        1 0.0000000042147  82
## - threePRateD   1 0.0000000042158  82
## - OpORebper     1 0.0000000042160  82
## - Exp           1 0.0000000042245  82
## - TOVper        1 0.0000000042268  82
## - TOVperD       1 0.0000000042311  82
## - FTRateD       1 0.0000000042311  82
## - eFG           1 0.0000000042354  82
## - twoPperD      1 0.0000000042545  82
## - FTRate        1 0.0000000042576  82
## - adj_d_rk      1 0.0000000042640  82
## - nc_elite_sos  1 0.0000000042756  82
## - Ftper         1 0.0000000043083  82
## - threePperD    1 0.0000000043121  82
## - threePRate    1 0.0000000043401  82
## - eFGD.         1 0.0000000043563  82
## - Astper        1 0.0000000043851  82
## - Adj.T         1 0.0000000044169  82
## - threePper     1 0.0000000044231  82
## - barthag       1 0.0000000044505  82
## - twoPper       1 0.0000000044718  82
## - AvgHgt        1 0.0000000045010  82
## - Blkedper      1 0.0000000045241  82
## - adj_t_rk      1 0.0000000045322  82
## - adj_t         1 0.0000000045585  82
## - ov_elite_sos  1 0.0000000045847  82
## - adj_o_rk      1 0.0000000046625  82
## - adj_d         1 0.0000000046628  82
## - wab           1 0.0000000068883  82
## <none>            0.0000000041718  84
## + EliteSOS      1 0.0000000041703  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Op.Ftper      1 0.0000000041784  80
## - RawT          1 0.0000000041786  80
## - barthag_rk    1 0.0000000041802  80
## - Talent        1 0.0000000041815  80
## - Blkper        1 0.0000000041871  80
## - adj_o         1 0.0000000041891  80
## - OpAstper      1 0.0000000041920  80
## - PPPOff        1 0.0000000041941  80
## - Orebper       1 0.0000000041950  80
## - PPPDef        1 0.0000000042087  80
## - EffHgt        1 0.0000000042157  80
## - OpORebper     1 0.0000000042172  80
## - nc_fut_sos    1 0.0000000042215  80
## - threePRateD   1 0.0000000042255  80
## - TOVper        1 0.0000000042283  80
## - FTRateD       1 0.0000000042310  80
## - TOVperD       1 0.0000000042334  80
## - eFG           1 0.0000000042376  80
## - Exp           1 0.0000000042403  80
## - FTRate        1 0.0000000042634  80
## - twoPperD      1 0.0000000042663  80
## - adj_d_rk      1 0.0000000042778  80
## - Ftper         1 0.0000000043066  80
## - threePperD    1 0.0000000043285  80
## - threePRate    1 0.0000000043443  80
## - eFGD.         1 0.0000000043568  80
## - nc_elite_sos  1 0.0000000043661  80
## - Astper        1 0.0000000043872  80
## - threePper     1 0.0000000044248  80
## - Adj.T         1 0.0000000044313  80
## - barthag       1 0.0000000044562  80
## - twoPper       1 0.0000000044773  80
## - adj_t_rk      1 0.0000000045429  80
## - Blkedper      1 0.0000000045444  80
## - AvgHgt        1 0.0000000046488  80
## - adj_o_rk      1 0.0000000046674  80
## - adj_t         1 0.0000000046807  80
## - adj_d         1 0.0000000046965  80
## - ov_elite_sos  1 0.0000000054192  80
## - wab           1 0.0000000069726  80
## <none>            0.0000000041728  82
## + ov_fut_sos    1 0.0000000041718  84
## + ov_cur_sos    1 0.0000000041718  84
## + EliteSOS      1 0.0000000041722  84
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + 
##     threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + 
##     Talent + Ftper + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - RawT          1 0.0000000041838  78
## - barthag_rk    1 0.0000000041859  78
## - Talent        1 0.0000000041872  78
## - Blkper        1 0.0000000041919  78
## - adj_o         1 0.0000000041958  78
## - OpAstper      1 0.0000000041994  78
## - PPPOff        1 0.0000000042031  78
## - Orebper       1 0.0000000042043  78
## - EffHgt        1 0.0000000042368  78
## - threePRateD   1 0.0000000042426  78
## - nc_fut_sos    1 0.0000000042509  78
## - TOVper        1 0.0000000042511  78
## - PPPDef        1 0.0000000042531  78
## - eFG           1 0.0000000042703  78
## - FTRateD       1 0.0000000042727  78
## - FTRate        1 0.0000000042781  78
## - twoPperD      1 0.0000000042805  78
## - Exp           1 0.0000000042830  78
## - adj_d_rk      1 0.0000000043006  78
## - Ftper         1 0.0000000043207  78
## - TOVperD       1 0.0000000043584  78
## - threePperD    1 0.0000000043603  78
## - eFGD.         1 0.0000000043638  78
## - OpORebper     1 0.0000000043884  78
## - threePRate    1 0.0000000043934  78
## - threePper     1 0.0000000044291  78
## - Adj.T         1 0.0000000044472  78
## - barthag       1 0.0000000044633  78
## - Astper        1 0.0000000044726  78
## - nc_elite_sos  1 0.0000000044741  78
## - twoPper       1 0.0000000044851  78
## - Blkedper      1 0.0000000045548  78
## - adj_t         1 0.0000000046896  78
## - adj_t_rk      1 0.0000000046916  78
## - AvgHgt        1 0.0000000046972  78
## - adj_d         1 0.0000000047479  78
## - adj_o_rk      1 0.0000000048057  78
## - ov_elite_sos  1 0.0000000056540  78
## - wab           1 0.0000000070055  78
## <none>            0.0000000041784  80
## + Op.Ftper      1 0.0000000041728  82
## + ov_fut_sos    1 0.0000000041773  82
## + ov_cur_sos    1 0.0000000041773  82
## + EliteSOS      1 0.0000000041816  82
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + 
##     PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - barthag_rk    1 0.0000000041890  76
## - Talent        1 0.0000000041953  76
## - Blkper        1 0.0000000041993  76
## - adj_o         1 0.0000000042024  76
## - PPPOff        1 0.0000000042062  76
## - Orebper       1 0.0000000042082  76
## - OpAstper      1 0.0000000042134  76
## - threePRateD   1 0.0000000042489  76
## - EffHgt        1 0.0000000042499  76
## - TOVper        1 0.0000000042580  76
## - nc_fut_sos    1 0.0000000042604  76
## - PPPDef        1 0.0000000042672  76
## - eFG           1 0.0000000042752  76
## - twoPperD      1 0.0000000042855  76
## - FTRate        1 0.0000000042915  76
## - Exp           1 0.0000000042989  76
## - FTRateD       1 0.0000000043148  76
## - adj_d_rk      1 0.0000000043274  76
## - Ftper         1 0.0000000043306  76
## - TOVperD       1 0.0000000043631  76
## - threePperD    1 0.0000000043651  76
## - eFGD.         1 0.0000000043665  76
## - OpORebper     1 0.0000000044026  76
## - threePRate    1 0.0000000044032  76
## - threePper     1 0.0000000044481  76
## - barthag       1 0.0000000044857  76
## - nc_elite_sos  1 0.0000000044870  76
## - Adj.T         1 0.0000000044981  76
## - twoPper       1 0.0000000045059  76
## - Astper        1 0.0000000045334  76
## - Blkedper      1 0.0000000045825  76
## - adj_t_rk      1 0.0000000046963  76
## - adj_t         1 0.0000000047342  76
## - AvgHgt        1 0.0000000047489  76
## - adj_d         1 0.0000000047705  76
## - adj_o_rk      1 0.0000000048229  76
## - ov_elite_sos  1 0.0000000056704  76
## - wab           1 0.0000000071730  76
## <none>            0.0000000041838  78
## + RawT          1 0.0000000041784  80
## + Op.Ftper      1 0.0000000041786  80
## + ov_fut_sos    1 0.0000000041811  80
## + ov_cur_sos    1 0.0000000041811  80
## + EliteSOS      1 0.0000000041875  80
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=76
## conf_winner ~ barthag + adj_o_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + PPPOff + 
##     PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Talent        1 0.0000000041973  74
## - Blkper        1 0.0000000042037  74
## - adj_o         1 0.0000000042072  74
## - PPPOff        1 0.0000000042105  74
## - Orebper       1 0.0000000042135  74
## - OpAstper      1 0.0000000042231  74
## - EffHgt        1 0.0000000042584  74
## - threePRateD   1 0.0000000042600  74
## - TOVper        1 0.0000000042609  74
## - nc_fut_sos    1 0.0000000042726  74
## - PPPDef        1 0.0000000042738  74
## - eFG           1 0.0000000042782  74
## - twoPperD      1 0.0000000042873  74
## - FTRate        1 0.0000000043017  74
## - FTRateD       1 0.0000000043258  74
## - Exp           1 0.0000000043321  74
## - adj_d_rk      1 0.0000000043344  74
## - Ftper         1 0.0000000043391  74
## - threePperD    1 0.0000000043662  74
## - eFGD.         1 0.0000000043677  74
## - TOVperD       1 0.0000000044280  74
## - OpORebper     1 0.0000000044322  74
## - threePRate    1 0.0000000044441  74
## - threePper     1 0.0000000044613  74
## - twoPper       1 0.0000000045237  74
## - Astper        1 0.0000000045387  74
## - Adj.T         1 0.0000000045652  74
## - nc_elite_sos  1 0.0000000045879  74
## - adj_t_rk      1 0.0000000047012  74
## - Blkedper      1 0.0000000047033  74
## - AvgHgt        1 0.0000000047934  74
## - adj_o_rk      1 0.0000000048554  74
## - adj_d         1 0.0000000048608  74
## - adj_t         1 0.0000000049134  74
## - ov_elite_sos  1 0.0000000057691  74
## - barthag       1 0.0000000059323  74
## - wab           1 0.0000000071956  74
## <none>            0.0000000041890  76
## + Op.Ftper      1 0.0000000041837  78
## + barthag_rk    1 0.0000000041838  78
## + RawT          1 0.0000000041859  78
## + ov_fut_sos    1 0.0000000041877  78
## + ov_cur_sos    1 0.0000000041877  78
## + EliteSOS      1 0.0000000041921  78
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=74
## conf_winner ~ barthag + adj_o_rk + adj_o + adj_d + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_o         1 0.0000000042139  72
## - Blkper        1 0.0000000042143  72
## - OpAstper      1 0.0000000042320  72
## - PPPOff        1 0.0000000042341  72
## - Orebper       1 0.0000000042387  72
## - EffHgt        1 0.0000000042653  72
## - threePRateD   1 0.0000000042709  72
## - eFG           1 0.0000000042845  72
## - PPPDef        1 0.0000000042866  72
## - TOVper        1 0.0000000042937  72
## - twoPperD      1 0.0000000042955  72
## - FTRate        1 0.0000000043142  72
## - nc_fut_sos    1 0.0000000043204  72
## - FTRateD       1 0.0000000043393  72
## - adj_d_rk      1 0.0000000043477  72
## - Exp           1 0.0000000043628  72
## - threePperD    1 0.0000000043764  72
## - eFGD.         1 0.0000000043854  72
## - Ftper         1 0.0000000044160  72
## - OpORebper     1 0.0000000044442  72
## - threePRate    1 0.0000000044505  72
## - TOVperD       1 0.0000000044961  72
## - threePper     1 0.0000000045271  72
## - Astper        1 0.0000000045532  72
## - twoPper       1 0.0000000045734  72
## - nc_elite_sos  1 0.0000000046000  72
## - Adj.T         1 0.0000000046308  72
## - adj_t_rk      1 0.0000000047065  72
## - Blkedper      1 0.0000000047701  72
## - AvgHgt        1 0.0000000048484  72
## - adj_o_rk      1 0.0000000048611  72
## - adj_t         1 0.0000000049405  72
## - adj_d         1 0.0000000050108  72
## - ov_elite_sos  1 0.0000000058044  72
## - barthag       1 0.0000000059929  72
## - wab           1 0.0000000072287  72
## <none>            0.0000000041973  74
## + Talent        1 0.0000000041890  76
## + Op.Ftper      1 0.0000000041910  76
## + RawT          1 0.0000000041922  76
## + ov_fut_sos    1 0.0000000041938  76
## + ov_cur_sos    1 0.0000000041938  76
## + barthag_rk    1 0.0000000041953  76
## + EliteSOS      1 0.0000000042018  76
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=72
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Blkper        1 0.0000000042325  70
## - Orebper       1 0.0000000042469  70
## - PPPOff        1 0.0000000042516  70
## - OpAstper      1 0.0000000042568  70
## - EffHgt        1 0.0000000042730  70
## - threePRateD   1 0.0000000042827  70
## - TOVper        1 0.0000000043009  70
## - twoPperD      1 0.0000000043078  70
## - PPPDef        1 0.0000000043174  70
## - nc_fut_sos    1 0.0000000043336  70
## - FTRateD       1 0.0000000043669  70
## - adj_d_rk      1 0.0000000043747  70
## - eFG           1 0.0000000043800  70
## - Exp           1 0.0000000043802  70
## - threePperD    1 0.0000000043848  70
## - eFGD.         1 0.0000000044025  70
## - FTRate        1 0.0000000044076  70
## - Ftper         1 0.0000000044481  70
## - OpORebper     1 0.0000000044558  70
## - threePRate    1 0.0000000044714  70
## - TOVperD       1 0.0000000045046  70
## - Astper        1 0.0000000046024  70
## - nc_elite_sos  1 0.0000000046082  70
## - threePper     1 0.0000000046434  70
## - Adj.T         1 0.0000000046528  70
## - twoPper       1 0.0000000047047  70
## - adj_t_rk      1 0.0000000047192  70
## - Blkedper      1 0.0000000047784  70
## - adj_o_rk      1 0.0000000049124  70
## - adj_t         1 0.0000000049576  70
## - AvgHgt        1 0.0000000049689  70
## - adj_d         1 0.0000000050061  70
## - ov_elite_sos  1 0.0000000060066  70
## - barthag       1 0.0000000060111  70
## - wab           1 0.0000000072756  70
## <none>            0.0000000042139  72
## + adj_o         1 0.0000000041973  74
## + Op.Ftper      1 0.0000000042052  74
## + Talent        1 0.0000000042072  74
## + RawT          1 0.0000000042081  74
## + ov_fut_sos    1 0.0000000042110  74
## + ov_cur_sos    1 0.0000000042110  74
## + barthag_rk    1 0.0000000042115  74
## + EliteSOS      1 0.0000000042182  74
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=70
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPper + twoPperD + threePper + threePperD + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - OpAstper      1 0.0000000042587  68
## - PPPOff        1 0.0000000042835  68
## - Orebper       1 0.0000000042887  68
## - EffHgt        1 0.0000000043222  68
## - PPPDef        1 0.0000000043256  68
## - TOVper        1 0.0000000043379  68
## - nc_fut_sos    1 0.0000000043479  68
## - twoPperD      1 0.0000000043702  68
## - FTRateD       1 0.0000000043749  68
## - Exp           1 0.0000000043813  68
## - adj_d_rk      1 0.0000000043828  68
## - threePRateD   1 0.0000000043833  68
## - eFG           1 0.0000000043836  68
## - FTRate        1 0.0000000044091  68
## - threePperD    1 0.0000000044580  68
## - eFGD.         1 0.0000000044600  68
## - OpORebper     1 0.0000000044650  68
## - Ftper         1 0.0000000044749  68
## - threePRate    1 0.0000000044884  68
## - TOVperD       1 0.0000000045053  68
## - nc_elite_sos  1 0.0000000046155  68
## - Astper        1 0.0000000046270  68
## - threePper     1 0.0000000046506  68
## - Adj.T         1 0.0000000046676  68
## - twoPper       1 0.0000000047251  68
## - adj_t_rk      1 0.0000000047876  68
## - Blkedper      1 0.0000000048538  68
## - adj_o_rk      1 0.0000000049469  68
## - adj_t         1 0.0000000049867  68
## - adj_d         1 0.0000000050112  68
## - AvgHgt        1 0.0000000050462  68
## - ov_elite_sos  1 0.0000000061173  68
## - barthag       1 0.0000000061996  68
## - wab           1 0.0000000072764  68
## <none>            0.0000000042325  70
## + Blkper        1 0.0000000042139  72
## + adj_o         1 0.0000000042143  72
## + RawT          1 0.0000000042209  72
## + Talent        1 0.0000000042231  72
## + ov_fut_sos    1 0.0000000042287  72
## + ov_cur_sos    1 0.0000000042287  72
## + Op.Ftper      1 0.0000000042301  72
## + barthag_rk    1 0.0000000042303  72
## + EliteSOS      1 0.0000000042392  72
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=68
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPper + twoPperD + threePper + threePperD + 
##     Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Ftper + PPPOff + PPPDef
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - PPPDef        1 0.0000000043331  66
## - EffHgt        1 0.0000000043740  66
## - FTRateD       1 0.0000000043808  66
## - Orebper       1 0.0000000043811  66
## - twoPperD      1 0.0000000043864  66
## - eFG           1 0.0000000043878  66
## - PPPOff        1 0.0000000043893  66
## - nc_fut_sos    1 0.0000000043981  66
## - FTRate        1 0.0000000044179  66
## - adj_d_rk      1 0.0000000044398  66
## - Exp           1 0.0000000044533  66
## - TOVper        1 0.0000000044707  66
## - threePperD    1 0.0000000044770  66
## - eFGD.         1 0.0000000044799  66
## - threePRate    1 0.0000000044895  66
## - OpORebper     1 0.0000000045173  66
## - TOVperD       1 0.0000000045980  66
## - Astper        1 0.0000000046303  66
## - Ftper         1 0.0000000046445  66
## - nc_elite_sos  1 0.0000000046463  66
## - Adj.T         1 0.0000000046649  66
## - threePRateD   1 0.0000000047019  66
## - threePper     1 0.0000000047369  66
## - twoPper       1 0.0000000048062  66
## - Blkedper      1 0.0000000048973  66
## - adj_t_rk      1 0.0000000049455  66
## - adj_o_rk      1 0.0000000050209  66
## - adj_t         1 0.0000000050295  66
## - adj_d         1 0.0000000050579  66
## - AvgHgt        1 0.0000000050782  66
## - barthag       1 0.0000000062117  66
## - ov_elite_sos  1 0.0000000062341  66
## - wab           1 0.0000000076339  66
## <none>            0.0000000042587  68
## + RawT          1 0.0000000042299  70
## + OpAstper      1 0.0000000042325  70
## + adj_o         1 0.0000000042337  70
## + ov_fut_sos    1 0.0000000042433  70
## + ov_cur_sos    1 0.0000000042433  70
## + Op.Ftper      1 0.0000000042513  70
## + barthag_rk    1 0.0000000042525  70
## + Talent        1 0.0000000042528  70
## + Blkper        1 0.0000000042568  70
## + EliteSOS      1 0.0000000042626  70
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=66
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPper + twoPperD + threePper + threePperD + 
##     Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - eFG           1 0.0000000043920  64
## - nc_fut_sos    1 0.0000000044236  64
## - EffHgt        1 0.0000000044250  64
## - PPPOff        1 0.0000000044532  64
## - Exp           1 0.0000000044550  64
## - twoPperD      1 0.0000000044624  64
## - Orebper       1 0.0000000044654  64
## - FTRate        1 0.0000000045056  64
## - FTRateD       1 0.0000000045113  64
## - threePRate    1 0.0000000045145  64
## - adj_d_rk      1 0.0000000045154  64
## - TOVper        1 0.0000000045321  64
## - threePperD    1 0.0000000045329  64
## - eFGD.         1 0.0000000045602  64
## - Astper        1 0.0000000046328  64
## - nc_elite_sos  1 0.0000000046491  64
## - Adj.T         1 0.0000000046621  64
## - Ftper         1 0.0000000046780  64
## - threePper     1 0.0000000047767  64
## - threePRateD   1 0.0000000048304  64
## - OpORebper     1 0.0000000048857  64
## - twoPper       1 0.0000000049009  64
## - Blkedper      1 0.0000000049317  64
## - adj_t_rk      1 0.0000000049523  64
## - adj_o_rk      1 0.0000000050292  64
## - adj_t         1 0.0000000050421  64
## - TOVperD       1 0.0000000051387  64
## - AvgHgt        1 0.0000000051583  64
## - adj_d         1 0.0000000053112  64
## - barthag       1 0.0000000062223  64
## - ov_elite_sos  1 0.0000000065631  64
## - wab           1 0.0000000077110  64
## <none>            0.0000000043331  66
## + PPPDef        1 0.0000000042587  68
## + RawT          1 0.0000000042992  68
## + Op.Ftper      1 0.0000000043051  68
## + adj_o         1 0.0000000043054  68
## + Talent        1 0.0000000043150  68
## + OpAstper      1 0.0000000043256  68
## + ov_fut_sos    1 0.0000000043269  68
## + ov_cur_sos    1 0.0000000043269  68
## + Blkper        1 0.0000000043302  68
## + barthag_rk    1 0.0000000043306  68
## + EliteSOS      1 0.0000000043408  68
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=64
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     twoPper + twoPperD + threePper + threePperD + Blkedper + 
##     Astper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - FTRate        1 0.0000000045191  62
## - nc_fut_sos    1 0.0000000045206  62
## - twoPperD      1 0.0000000045215  62
## - FTRateD       1 0.0000000045501  62
## - threePRate    1 0.0000000045761  62
## - threePperD    1 0.0000000045970  62
## - eFGD.         1 0.0000000046246  62
## - Adj.T         1 0.0000000046895  62
## - EffHgt        1 0.0000000046908  62
## - adj_d_rk      1 0.0000000047010  62
## - nc_elite_sos  1 0.0000000047406  62
## - Exp           1 0.0000000047482  62
## - PPPOff        1 0.0000000047616  62
## - Orebper       1 0.0000000047717  62
## - threePper     1 0.0000000048358  62
## - Astper        1 0.0000000048796  62
## - Ftper         1 0.0000000049004  62
## - TOVper        1 0.0000000049102  62
## - OpORebper     1 0.0000000049314  62
## - twoPper       1 0.0000000049438  62
## - Blkedper      1 0.0000000049933  62
## - threePRateD   1 0.0000000050395  62
## - adj_t         1 0.0000000051151  62
## - adj_o_rk      1 0.0000000051331  62
## - adj_t_rk      1 0.0000000051373  62
## - TOVperD       1 0.0000000052031  62
## - adj_d         1 0.0000000053559  62
## - AvgHgt        1 0.0000000055849  62
## - ov_elite_sos  1 0.0000000066916  62
## - barthag       1 0.0000000067558  62
## - wab           1 0.0000000078879  62
## <none>            0.0000000043920  64
## + adj_o         1 0.0000000043227  66
## + eFG           1 0.0000000043331  66
## + Talent        1 0.0000000043477  66
## + RawT          1 0.0000000043839  66
## + ov_fut_sos    1 0.0000000043841  66
## + ov_cur_sos    1 0.0000000043841  66
## + OpAstper      1 0.0000000043871  66
## + Blkper        1 0.0000000043873  66
## + PPPDef        1 0.0000000043878  66
## + Op.Ftper      1 0.0000000043898  66
## + barthag_rk    1 0.0000000043916  66
## + EliteSOS      1 0.0000000043996  66
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=62
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     twoPper + twoPperD + threePper + threePperD + Blkedper + 
##     Astper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - FTRateD       1 0.0000000045771  60
## - nc_fut_sos    1 0.0000000045801  60
## - threePRate    1 0.0000000045841  60
## - twoPperD      1 0.0000000046620  60
## - Adj.T         1 0.0000000046915  60
## - adj_d_rk      1 0.0000000047033  60
## - Exp           1 0.0000000047613  60
## - nc_elite_sos  1 0.0000000047751  60
## - EffHgt        1 0.0000000047901  60
## - threePperD    1 0.0000000048160  60
## - eFGD.         1 0.0000000048324  60
## - OpORebper     1 0.0000000050759  60
## - adj_o_rk      1 0.0000000051334  60
## - threePRateD   1 0.0000000051732  60
## - adj_t         1 0.0000000051809  60
## - Ftper         1 0.0000000052920  60
## - PPPOff        1 0.0000000053641  60
## - Orebper       1 0.0000000053730  60
## - Blkedper      1 0.0000000055414  60
## - adj_t_rk      1 0.0000000055776  60
## - AvgHgt        1 0.0000000055831  60
## - TOVperD       1 0.0000000055908  60
## - twoPper       1 0.0000000057390  60
## - Astper        1 0.0000000057400  60
## - TOVper        1 0.0000000059035  60
## - threePper     1 0.0000000059192  60
## - adj_d         1 0.0000000062029  60
## - ov_elite_sos  1 0.0000000067729  60
## - barthag       1 0.0000000068775  60
## - wab           1 0.0000000092345  60
## <none>            0.0000000045191  62
## + Talent        1 0.0000000043724  64
## + FTRate        1 0.0000000043920  64
## + adj_o         1 0.0000000044019  64
## + Op.Ftper      1 0.0000000044688  64
## + OpAstper      1 0.0000000044884  64
## + PPPDef        1 0.0000000044960  64
## + RawT          1 0.0000000045015  64
## + eFG           1 0.0000000045056  64
## + barthag_rk    1 0.0000000045142  64
## + Blkper        1 0.0000000045145  64
## + ov_fut_sos    1 0.0000000045146  64
## + ov_cur_sos    1 0.0000000045146  64
## + EliteSOS      1 0.0000000045240  64
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=60
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + 
##     eFGD. + TOVper + TOVperD + Orebper + OpORebper + twoPper + 
##     twoPperD + threePper + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_fut_sos    1 0.0000000046042  58
## - threePRate    1 0.0000000046700  58
## - twoPperD      1 0.0000000046952  58
## - adj_d_rk      1 0.0000000047378  58
## - Adj.T         1 0.0000000047395  58
## - Exp           1 0.0000000047713  58
## - nc_elite_sos  1 0.0000000048005  58
## - EffHgt        1 0.0000000048389  58
## - threePperD    1 0.0000000048586  58
## - eFGD.         1 0.0000000048633  58
## - OpORebper     1 0.0000000050862  58
## - adj_o_rk      1 0.0000000051468  58
## - adj_t         1 0.0000000052190  58
## - Ftper         1 0.0000000053365  58
## - threePRateD   1 0.0000000053449  58
## - PPPOff        1 0.0000000054174  58
## - Orebper       1 0.0000000054356  58
## - TOVperD       1 0.0000000055933  58
## - adj_t_rk      1 0.0000000056444  58
## - AvgHgt        1 0.0000000057047  58
## - twoPper       1 0.0000000057656  58
## - Astper        1 0.0000000058236  58
## - Blkedper      1 0.0000000058288  58
## - threePper     1 0.0000000059390  58
## - TOVper        1 0.0000000059444  58
## - adj_d         1 0.0000000062315  58
## - ov_elite_sos  1 0.0000000067921  58
## - barthag       1 0.0000000069094  58
## - wab           1 0.0000000093104  58
## <none>            0.0000000045771  60
## + adj_o         1 0.0000000044513  62
## + Talent        1 0.0000000044746  62
## + FTRateD       1 0.0000000045191  62
## + RawT          1 0.0000000045366  62
## + Op.Ftper      1 0.0000000045426  62
## + PPPDef        1 0.0000000045439  62
## + FTRate        1 0.0000000045501  62
## + eFG           1 0.0000000045505  62
## + barthag_rk    1 0.0000000045643  62
## + OpAstper      1 0.0000000045681  62
## + ov_fut_sos    1 0.0000000045726  62
## + ov_cur_sos    1 0.0000000045726  62
## + Blkper        1 0.0000000045768  62
## + EliteSOS      1 0.0000000045812  62
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=58
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + ov_elite_sos + eFGD. + TOVper + 
##     TOVperD + Orebper + OpORebper + twoPper + twoPperD + threePper + 
##     threePperD + Blkedper + Astper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - twoPperD      1 0.0000000047115  56
## - EffHgt        1 0.0000000048433  56
## - Exp           1 0.0000000048723  56
## - threePRate    1 0.0000000048807  56
## - Adj.T         1 0.0000000048947  56
## - eFGD.         1 0.0000000048997  56
## - threePperD    1 0.0000000049036  56
## - nc_elite_sos  1 0.0000000049076  56
## - adj_d_rk      1 0.0000000049312  56
## - OpORebper     1 0.0000000050883  56
## - adj_o_rk      1 0.0000000051669  56
## - adj_t         1 0.0000000052259  56
## - Orebper       1 0.0000000055570  56
## - PPPOff        1 0.0000000055793  56
## - TOVperD       1 0.0000000056245  56
## - AvgHgt        1 0.0000000057405  56
## - twoPper       1 0.0000000058625  56
## - Ftper         1 0.0000000058707  56
## - Blkedper      1 0.0000000059121  56
## - threePRateD   1 0.0000000060015  56
## - TOVper        1 0.0000000060690  56
## - adj_d         1 0.0000000062548  56
## - threePper     1 0.0000000063160  56
## - Astper        1 0.0000000063760  56
## - adj_t_rk      1 0.0000000066299  56
## - ov_elite_sos  1 0.0000000068097  56
## - barthag       1 0.0000000075589  56
## - wab           1 0.0000000094775  56
## <none>            0.0000000046042  58
## + adj_o         1 0.0000000045155  60
## + Talent        1 0.0000000045538  60
## + nc_fut_sos    1 0.0000000045771  60
## + nc_cur_sos    1 0.0000000045771  60
## + FTRateD       1 0.0000000045801  60
## + ov_fut_sos    1 0.0000000045813  60
## + ov_cur_sos    1 0.0000000045813  60
## + RawT          1 0.0000000045814  60
## + PPPDef        1 0.0000000045935  60
## + eFG           1 0.0000000045955  60
## + Op.Ftper      1 0.0000000045972  60
## + barthag_rk    1 0.0000000045994  60
## + OpAstper      1 0.0000000046008  60
## + Blkper        1 0.0000000046032  60
## + FTRate        1 0.0000000046070  60
## + EliteSOS      1 0.0000000046098  60
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=56
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t + 
##     adj_t_rk + wab + nc_elite_sos + ov_elite_sos + eFGD. + TOVper + 
##     TOVperD + Orebper + OpORebper + twoPper + threePper + threePperD + 
##     Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_d_rk      1 0.0000000049651  54
## - OpORebper     1 0.0000000050923  54
## - Adj.T         1 0.0000000051048  54
## - adj_o_rk      1 0.0000000051759  54
## - nc_elite_sos  1 0.0000000052196  54
## - EffHgt        1 0.0000000052235  54
## - Exp           1 0.0000000052577  54
## - threePRate    1 0.0000000052682  54
## - PPPOff        1 0.0000000056033  54
## - TOVperD       1 0.0000000056727  54
## - adj_t         1 0.0000000057122  54
## - Orebper       1 0.0000000057313  54
## - AvgHgt        1 0.0000000057676  54
## - eFGD.         1 0.0000000057750  54
## - Blkedper      1 0.0000000059446  54
## - threePRateD   1 0.0000000059974  54
## - Ftper         1 0.0000000060519  54
## - twoPper       1 0.0000000060854  54
## - threePper     1 0.0000000063400  54
## - TOVper        1 0.0000000064037  54
## - threePperD    1 0.0000000064076  54
## - Astper        1 0.0000000064178  54
## - adj_d         1 0.0000000064962  54
## - adj_t_rk      1 0.0000000067480  54
## - barthag       1 0.0000000075835  54
## - ov_elite_sos  1 0.0000000082150  54
## - wab           1 0.0000000114843  54
## <none>            0.0000000047115  56
## + twoPperD      1 0.0000000046042  58
## + RawT          1 0.0000000046689  58
## + adj_o         1 0.0000000046856  58
## + FTRate        1 0.0000000046875  58
## + eFG           1 0.0000000046881  58
## + FTRateD       1 0.0000000046889  58
## + nc_fut_sos    1 0.0000000046952  58
## + nc_cur_sos    1 0.0000000046952  58
## + Op.Ftper      1 0.0000000047010  58
## + ov_fut_sos    1 0.0000000047045  58
## + ov_cur_sos    1 0.0000000047045  58
## + Blkper        1 0.0000000047047  58
## + PPPDef        1 0.0000000047073  58
## + OpAstper      1 0.0000000047091  58
## + barthag_rk    1 0.0000000047104  58
## + Talent        1 0.0000000047135  58
## + EliteSOS      1 0.0000000047139  58
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=54
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + nc_elite_sos + ov_elite_sos + eFGD. + TOVper + TOVperD + 
##     Orebper + OpORebper + twoPper + threePper + threePperD + 
##     Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Adj.T         1 0.0000000051762  52
## - adj_o_rk      1 0.0000000052042  52
## - OpORebper     1 0.0000000052611  52
## - nc_elite_sos  1 0.0000000053336  52
## - Exp           1 0.0000000053624  52
## - threePRate    1 0.0000000055451  52
## - PPPOff        1 0.0000000056121  52
## - Orebper       1 0.0000000057303  52
## - eFGD.         1 0.0000000058382  52
## - adj_t         1 0.0000000059113  52
## - EffHgt        1 0.0000000059639  52
## - AvgHgt        1 0.0000000060312  52
## - threePRateD   1 0.0000000060318  52
## - Ftper         1 0.0000000060517  52
## - twoPper       1 0.0000000060840  52
## - Blkedper      1 0.0000000061027  52
## - TOVperD       1 0.0000000061680  52
## - threePper     1 0.0000000063381  52
## - TOVper        1 0.0000000064402  52
## - threePperD    1 0.0000000064844  52
## - Astper        1 0.0000000067039  52
## - adj_d         1 0.0000000071256  52
## - adj_t_rk      1 0.0000000076439  52
## - barthag       1 0.0000000083263  52
## - ov_elite_sos  1 0.0000000085920  52
## - wab           1 0.0000000117225  52
## <none>            0.0000000049651  54
## + adj_d_rk      1 0.0000000047115  56
## + nc_fut_sos    1 0.0000000047491  56
## + nc_cur_sos    1 0.0000000047491  56
## + RawT          1 0.0000000048133  56
## + ov_fut_sos    1 0.0000000048733  56
## + ov_cur_sos    1 0.0000000048733  56
## + OpAstper      1 0.0000000048950  56
## + barthag_rk    1 0.0000000049074  56
## + EliteSOS      1 0.0000000049212  56
## + PPPDef        1 0.0000000049291  56
## + twoPperD      1 0.0000000049312  56
## + Blkper        1 0.0000000049366  56
## + Op.Ftper      1 0.0000000049392  56
## + Talent        1 0.0000000049430  56
## + FTRateD       1 0.0000000049473  56
## + eFG           1 0.0000000049518  56
## + adj_o         1 0.0000000049630  56
## + FTRate        1 0.0000000049634  56
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=52
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + nc_elite_sos + ov_elite_sos + eFGD. + TOVper + TOVperD + 
##     Orebper + OpORebper + twoPper + threePper + threePperD + 
##     Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt + 
##     Exp + Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_elite_sos  1 0.0000000054464  50
## - adj_o_rk      1 0.0000000054801  50
## - PPPOff        1 0.0000000056141  50
## - Exp           1 0.0000000057121  50
## - Orebper       1 0.0000000057336  50
## - OpORebper     1 0.0000000058569  50
## - EffHgt        1 0.0000000060169  50
## - threePRateD   1 0.0000000060577  50
## - eFGD.         1 0.0000000060751  50
## - Blkedper      1 0.0000000060797  50
## - twoPper       1 0.0000000060879  50
## - threePRate    1 0.0000000061026  50
## - AvgHgt        1 0.0000000061414  50
## - Ftper         1 0.0000000062891  50
## - threePper     1 0.0000000063422  50
## - TOVper        1 0.0000000064402  50
## - threePperD    1 0.0000000065849  50
## - TOVperD       1 0.0000000066825  50
## - Astper        1 0.0000000068951  50
## - adj_t         1 0.0000000075381  50
## - adj_t_rk      1 0.0000000076230  50
## - adj_d         1 0.0000000084430  50
## - ov_elite_sos  1 0.0000000087427  50
## - barthag       1 0.0000000088691  50
## - wab           1 0.0000000130794  50
## <none>            0.0000000051762  52
## + nc_fut_sos    1 0.0000000047913  54
## + nc_cur_sos    1 0.0000000047913  54
## + ov_fut_sos    1 0.0000000048622  54
## + ov_cur_sos    1 0.0000000048622  54
## + Adj.T         1 0.0000000049651  54
## + OpAstper      1 0.0000000050191  54
## + Blkper        1 0.0000000050476  54
## + Op.Ftper      1 0.0000000050698  54
## + PPPDef        1 0.0000000050708  54
## + FTRate        1 0.0000000050746  54
## + twoPperD      1 0.0000000050812  54
## + eFG           1 0.0000000050967  54
## + adj_d_rk      1 0.0000000051048  54
## + Talent        1 0.0000000051424  54
## + barthag_rk    1 0.0000000051428  54
## + EliteSOS      1 0.0000000051548  54
## + FTRateD       1 0.0000000051583  54
## + RawT          1 0.0000000051801  54
## + adj_o         1 0.0000000051850  54
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=50
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + eFGD. + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPper + threePper + threePperD + Blkedper + 
##     Astper + threePRate + threePRateD + AvgHgt + EffHgt + Exp + 
##     Ftper + PPPOff
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - PPPOff        1 0.0000000056532  48
## - Orebper       1 0.0000000058059  48
## - OpORebper     1 0.0000000058709  48
## - Exp           1 0.0000000060488  48
## - twoPper       1 0.0000000060515  48
## - eFGD.         1 0.0000000060704  48
## - EffHgt        1 0.0000000061245  48
## - adj_o_rk      1 0.0000000063248  48
## - threePper     1 0.0000000063412  48
## - Ftper         1 0.0000000063425  48
## - TOVper        1 0.0000000064295  48
## - Blkedper      1 0.0000000064765  48
## - threePRate    1 0.0000000064880  48
## - AvgHgt        1 0.0000000065186  48
## - threePRateD   1 0.0000000065526  48
## - TOVperD       1 0.0000000066781  48
## - threePperD    1 0.0000000069329  48
## - Astper        1 0.0000000073351  48
## - adj_t         1 0.0000000077623  48
## - adj_t_rk      1 0.0000000078936  48
## - adj_d         1 0.0000000084803  48
## - ov_elite_sos  1 0.0000000098098  48
## - barthag       1 0.0000000109408  48
## - wab           1 0.0000000140680  48
## <none>            0.0000000054464  50
## + nc_elite_sos  1 0.0000000051762  52
## + Op.Ftper      1 0.0000000052824  52
## + EliteSOS      1 0.0000000053114  52
## + Adj.T         1 0.0000000053336  52
## + RawT          1 0.0000000053722  52
## + nc_fut_sos    1 0.0000000053880  52
## + nc_cur_sos    1 0.0000000053880  52
## + FTRateD       1 0.0000000053912  52
## + Talent        1 0.0000000054036  52
## + Blkper        1 0.0000000054081  52
## + twoPperD      1 0.0000000054197  52
## + barthag_rk    1 0.0000000054351  52
## + ov_fut_sos    1 0.0000000054357  52
## + ov_cur_sos    1 0.0000000054357  52
## + eFG           1 0.0000000054375  52
## + FTRate        1 0.0000000054382  52
## + adj_o         1 0.0000000054419  52
## + OpAstper      1 0.0000000054427  52
## + adj_d_rk      1 0.0000000054472  52
## + PPPDef        1 0.0000000054483  52
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=48
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + eFGD. + TOVper + TOVperD + Orebper + 
##     OpORebper + twoPper + threePper + threePperD + Blkedper + 
##     Astper + threePRate + threePRateD + AvgHgt + EffHgt + Exp + 
##     Ftper
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Orebper       1 0.0000000058339  46
## - OpORebper     1 0.0000000059093  46
## - eFGD.         1 0.0000000060895  46
## - EffHgt        1 0.0000000061415  46
## - Exp           1 0.0000000061548  46
## - twoPper       1 0.0000000063502  46
## - Ftper         1 0.0000000064429  46
## - adj_o_rk      1 0.0000000065193  46
## - threePRate    1 0.0000000065426  46
## - AvgHgt        1 0.0000000065473  46
## - threePRateD   1 0.0000000065730  46
## - TOVperD       1 0.0000000067389  46
## - Blkedper      1 0.0000000068035  46
## - threePper     1 0.0000000068045  46
## - threePperD    1 0.0000000069146  46
## - TOVper        1 0.0000000071110  46
## - Astper        1 0.0000000074203  46
## - adj_t_rk      1 0.0000000079046  46
## - adj_t         1 0.0000000079845  46
## - adj_d         1 0.0000000095554  46
## - ov_elite_sos  1 0.0000000098182  46
## - barthag       1 0.0000000110024  46
## - wab           1 0.0000000144435  46
## <none>            0.0000000056532  48
## + PPPOff        1 0.0000000054464  50
## + FTRate        1 0.0000000055747  50
## + OpAstper      1 0.0000000055770  50
## + Op.Ftper      1 0.0000000055981  50
## + PPPDef        1 0.0000000056090  50
## + nc_elite_sos  1 0.0000000056141  50
## + ov_fut_sos    1 0.0000000056196  50
## + ov_cur_sos    1 0.0000000056196  50
## + eFG           1 0.0000000056213  50
## + Blkper        1 0.0000000056251  50
## + nc_fut_sos    1 0.0000000056305  50
## + nc_cur_sos    1 0.0000000056305  50
## + barthag_rk    1 0.0000000056335  50
## + RawT          1 0.0000000056369  50
## + adj_o         1 0.0000000056374  50
## + Talent        1 0.0000000056379  50
## + FTRateD       1 0.0000000056416  50
## + EliteSOS      1 0.0000000056476  50
## + twoPperD      1 0.0000000056530  50
## + adj_d_rk      1 0.0000000056531  50
## + Adj.T         1 0.0000000056548  50
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=46
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + eFGD. + TOVper + TOVperD + OpORebper + 
##     twoPper + threePper + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Exp + Ftper
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - OpORebper     1 0.0000000059581  44
## - eFGD.         1 0.0000000061355  44
## - EffHgt        1 0.0000000063217  44
## - Ftper         1 0.0000000064649  44
## - twoPper       1 0.0000000065767  44
## - Exp           1 0.0000000067243  44
## - threePper     1 0.0000000068290  44
## - TOVperD       1 0.0000000068779  44
## - AvgHgt        1 0.0000000069887  44
## - adj_o_rk      1 0.0000000070088  44
## - threePperD    1 0.0000000070154  44
## - Blkedper      1 0.0000000073587  44
## - TOVper        1 0.0000000073675  44
## - threePRateD   1 0.0000000076513  44
## - threePRate    1 0.0000000078901  44
## - Astper        1 0.0000000079213  44
## - adj_d         1 0.0000000095826  44
## - adj_t         1 0.0000000100146  44
## - ov_elite_sos  1 0.0000000106333  44
## - adj_t_rk      1 0.0000000107537  44
## - barthag       1 0.0000000110222  44
## - wab           1 0.0000000196216  44
## <none>            0.0000000058339  46
## + Orebper       1 0.0000000056532  48
## + PPPDef        1 0.0000000057303  48
## + nc_elite_sos  1 0.0000000057326  48
## + Op.Ftper      1 0.0000000057542  48
## + adj_o         1 0.0000000057586  48
## + ov_fut_sos    1 0.0000000057642  48
## + ov_cur_sos    1 0.0000000057642  48
## + nc_fut_sos    1 0.0000000057657  48
## + nc_cur_sos    1 0.0000000057657  48
## + twoPperD      1 0.0000000057679  48
## + FTRateD       1 0.0000000057682  48
## + FTRate        1 0.0000000057810  48
## + Blkper        1 0.0000000057848  48
## + EliteSOS      1 0.0000000057917  48
## + eFG           1 0.0000000057951  48
## + Adj.T         1 0.0000000057955  48
## + adj_d_rk      1 0.0000000057985  48
## + barthag_rk    1 0.0000000057991  48
## + PPPOff        1 0.0000000058059  48
## + RawT          1 0.0000000058159  48
## + Talent        1 0.0000000058285  48
## + OpAstper      1 0.0000000058363  48
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=44
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + eFGD. + TOVper + TOVperD + twoPper + 
##     threePper + threePperD + Blkedper + Astper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Exp + Ftper
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - eFGD.         1 0.0000000062692  42
## - EffHgt        1 0.0000000067215  42
## - Ftper         1 0.0000000067589  42
## - Exp           1 0.0000000067778  42
## - threePperD    1 0.0000000070029  42
## - adj_o_rk      1 0.0000000070093  42
## - TOVperD       1 0.0000000071105  42
## - twoPper       1 0.0000000072406  42
## - TOVper        1 0.0000000074569  42
## - AvgHgt        1 0.0000000075387  42
## - Blkedper      1 0.0000000075708  42
## - threePRate    1 0.0000000079786  42
## - Astper        1 0.0000000083566  42
## - threePRateD   1 0.0000000086554  42
## - threePper     1 0.0000000087638  42
## - adj_t         1 0.0000000101420  42
## - adj_t_rk      1 0.0000000108399  42
## - barthag       1 0.0000000112655  42
## - ov_elite_sos  1 0.0000000123792  42
## - adj_d         1 0.0000000130447  42
## - wab           1 0.0000000200647  42
## <none>            0.0000000059581  44
## + PPPDef        1 0.0000000057648  46
## + Adj.T         1 0.0000000058057  46
## + OpORebper     1 0.0000000058339  46
## + Op.Ftper      1 0.0000000058416  46
## + ov_fut_sos    1 0.0000000058501  46
## + ov_cur_sos    1 0.0000000058501  46
## + adj_o         1 0.0000000058894  46
## + FTRateD       1 0.0000000058925  46
## + twoPperD      1 0.0000000058987  46
## + Blkper        1 0.0000000058993  46
## + nc_fut_sos    1 0.0000000059086  46
## + nc_cur_sos    1 0.0000000059086  46
## + Orebper       1 0.0000000059093  46
## + nc_elite_sos  1 0.0000000059345  46
## + PPPOff        1 0.0000000059357  46
## + barthag_rk    1 0.0000000059406  46
## + EliteSOS      1 0.0000000059420  46
## + FTRate        1 0.0000000059477  46
## + eFG           1 0.0000000059479  46
## + RawT          1 0.0000000059501  46
## + adj_d_rk      1 0.0000000059505  46
## + OpAstper      1 0.0000000059524  46
## + Talent        1 0.0000000059708  46
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=42
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + TOVper + TOVperD + twoPper + threePper + 
##     threePperD + Blkedper + Astper + threePRate + threePRateD + 
##     AvgHgt + EffHgt + Exp + Ftper
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - EffHgt        1 0.0000000070010  40
## - Ftper         1 0.0000000070637  40
## - threePperD    1 0.0000000070714  40
## - adj_o_rk      1 0.0000000071870  40
## - TOVperD       1 0.0000000072749  40
## - TOVper        1 0.0000000074400  40
## - Blkedper      1 0.0000000075985  40
## - Exp           1 0.0000000077204  40
## - twoPper       1 0.0000000078132  40
## - AvgHgt        1 0.0000000081334  40
## - threePRate    1 0.0000000084929  40
## - threePRateD   1 0.0000000087363  40
## - threePper     1 0.0000000090978  40
## - Astper        1 0.0000000093533  40
## - adj_t         1 0.0000000105286  40
## - adj_t_rk      1 0.0000000108850  40
## - ov_elite_sos  1 0.0000000124996  40
## - adj_d         1 0.0000000131491  40
## - barthag       1 0.0000000135937  40
## - wab           1 0.0000000204539  40
## <none>            0.0000000062692  42
## + PPPDef        1 0.0000000057779  44
## + twoPperD      1 0.0000000059399  44
## + eFGD.         1 0.0000000059581  44
## + Blkper        1 0.0000000060275  44
## + ov_fut_sos    1 0.0000000061032  44
## + ov_cur_sos    1 0.0000000061032  44
## + FTRate        1 0.0000000061181  44
## + OpORebper     1 0.0000000061355  44
## + Orebper       1 0.0000000061377  44
## + EliteSOS      1 0.0000000061454  44
## + RawT          1 0.0000000061461  44
## + PPPOff        1 0.0000000061528  44
## + Op.Ftper      1 0.0000000061903  44
## + eFG           1 0.0000000061947  44
## + FTRateD       1 0.0000000062084  44
## + adj_o         1 0.0000000062240  44
## + Talent        1 0.0000000062467  44
## + adj_d_rk      1 0.0000000062474  44
## + Adj.T         1 0.0000000062483  44
## + nc_fut_sos    1 0.0000000062514  44
## + nc_cur_sos    1 0.0000000062514  44
## + barthag_rk    1 0.0000000062599  44
## + OpAstper      1 0.0000000062670  44
## + nc_elite_sos  1 0.0000000062750  44
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=40
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + TOVper + TOVperD + twoPper + threePper + 
##     threePperD + Blkedper + Astper + threePRate + threePRateD + 
##     AvgHgt + Exp + Ftper
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePperD    1 0.0000000071404  38
## - TOVperD       1 0.0000000074184  38
## - Ftper         1 0.0000000076332  38
## - adj_o_rk      1 0.0000000080236  38
## - TOVper        1 0.0000000082230  38
## - AvgHgt        1 0.0000000084701  38
## - twoPper       1 0.0000000084936  38
## - Blkedper      1 0.0000000090959  38
## - threePRate    1 0.0000000091139  38
## - threePper     1 0.0000000091243  38
## - Exp           1 0.0000000094129  38
## - Astper        1 0.0000000099640  38
## - threePRateD   1 0.0000000104078  38
## - adj_t         1 0.0000000114256  38
## - adj_t_rk      1 0.0000000133735  38
## - adj_d         1 0.0000000134280  38
## - ov_elite_sos  1 0.0000000136845  38
## - barthag       1 0.0000000147647  38
## - wab           1 0.0000000227251  38
## <none>            0.0000000070010  40
## + EffHgt        1 0.0000000062692  42
## + PPPDef        1 0.0000000065050  42
## + twoPperD      1 0.0000000067095  42
## + eFGD.         1 0.0000000067215  42
## + adj_d_rk      1 0.0000000068024  42
## + Talent        1 0.0000000068201  42
## + barthag_rk    1 0.0000000068239  42
## + adj_o         1 0.0000000068424  42
## + Adj.T         1 0.0000000068534  42
## + OpORebper     1 0.0000000068895  42
## + PPPOff        1 0.0000000068927  42
## + Op.Ftper      1 0.0000000069086  42
## + FTRate        1 0.0000000069138  42
## + RawT          1 0.0000000069192  42
## + Blkper        1 0.0000000069216  42
## + ov_fut_sos    1 0.0000000069231  42
## + ov_cur_sos    1 0.0000000069231  42
## + Orebper       1 0.0000000069322  42
## + eFG           1 0.0000000069633  42
## + nc_fut_sos    1 0.0000000069672  42
## + nc_cur_sos    1 0.0000000069672  42
## + FTRateD       1 0.0000000069692  42
## + OpAstper      1 0.0000000069872  42
## + nc_elite_sos  1 0.0000000069929  42
## + EliteSOS      1 0.0000000070088  42
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=38
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + TOVper + TOVperD + twoPper + threePper + 
##     Blkedper + Astper + threePRate + threePRateD + AvgHgt + Exp + 
##     Ftper
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - TOVperD       1 0.0000000077323  36
## - Ftper         1 0.0000000080501  36
## - TOVper        1 0.0000000084739  36
## - adj_o_rk      1 0.0000000084971  36
## - twoPper       1 0.0000000086366  36
## - AvgHgt        1 0.0000000091492  36
## - threePper     1 0.0000000092242  36
## - Exp           1 0.0000000094939  36
## - Blkedper      1 0.0000000100910  36
## - threePRate    1 0.0000000105849  36
## - Astper        1 0.0000000119347  36
## - threePRateD   1 0.0000000123153  36
## - adj_t         1 0.0000000129320  36
## - adj_t_rk      1 0.0000000141891  36
## - barthag       1 0.0000000155943  36
## - adj_d         1 0.0000000162328  36
## - ov_elite_sos  1 0.0000000178169  36
## - wab           1 0.0000000229304  36
## <none>            0.0000000071404  38
## + twoPperD      1 0.0000000067155  40
## + barthag_rk    1 0.0000000069309  40
## + PPPOff        1 0.0000000069608  40
## + threePperD    1 0.0000000070010  40
## + Orebper       1 0.0000000070194  40
## + adj_o         1 0.0000000070508  40
## + Talent        1 0.0000000070519  40
## + EffHgt        1 0.0000000070714  40
## + eFGD.         1 0.0000000070737  40
## + PPPDef        1 0.0000000070825  40
## + ov_fut_sos    1 0.0000000070863  40
## + ov_cur_sos    1 0.0000000070863  40
## + Blkper        1 0.0000000070890  40
## + OpAstper      1 0.0000000070933  40
## + RawT          1 0.0000000070953  40
## + eFG           1 0.0000000071023  40
## + FTRate        1 0.0000000071067  40
## + Op.Ftper      1 0.0000000071105  40
## + FTRateD       1 0.0000000071183  40
## + OpORebper     1 0.0000000071188  40
## + Adj.T         1 0.0000000071192  40
## + EliteSOS      1 0.0000000071226  40
## + adj_d_rk      1 0.0000000071321  40
## + nc_fut_sos    1 0.0000000071412  40
## + nc_cur_sos    1 0.0000000071412  40
## + nc_elite_sos  1 0.0000000071481  40
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=36
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + TOVper + twoPper + threePper + Blkedper + 
##     Astper + threePRate + threePRateD + AvgHgt + Exp + Ftper
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Ftper         1 0.0000000088023  34
## - adj_o_rk      1 0.0000000089852  34
## - threePper     1 0.0000000092958  34
## - TOVper        1 0.0000000093031  34
## - twoPper       1 0.0000000094806  34
## - Exp           1 0.0000000102498  34
## - AvgHgt        1 0.0000000106646  34
## - threePRate    1 0.0000000107876  34
## - Blkedper      1 0.0000000114747  34
## - Astper        1 0.0000000119792  34
## - adj_t         1 0.0000000150590  34
## - threePRateD   1 0.0000000160462  34
## - barthag       1 0.0000000165384  34
## - ov_elite_sos  1 0.0000000179266  34
## - adj_d         1 0.0000000182491  34
## - adj_t_rk      1 0.0000000215879  34
## - wab           1 0.0000000229672  34
## <none>            0.0000000077323  36
## + TOVperD       1 0.0000000071404  38
## + twoPperD      1 0.0000000072673  38
## + PPPDef        1 0.0000000073238  38
## + OpAstper      1 0.0000000073577  38
## + Blkper        1 0.0000000073666  38
## + OpORebper     1 0.0000000073954  38
## + barthag_rk    1 0.0000000074131  38
## + threePperD    1 0.0000000074184  38
## + FTRateD       1 0.0000000075073  38
## + eFGD.         1 0.0000000075349  38
## + FTRate        1 0.0000000075459  38
## + Orebper       1 0.0000000075732  38
## + eFG           1 0.0000000075783  38
## + RawT          1 0.0000000075954  38
## + EliteSOS      1 0.0000000075959  38
## + Talent        1 0.0000000076000  38
## + EffHgt        1 0.0000000076110  38
## + adj_o         1 0.0000000076217  38
## + PPPOff        1 0.0000000076487  38
## + nc_fut_sos    1 0.0000000076813  38
## + nc_cur_sos    1 0.0000000076813  38
## + Op.Ftper      1 0.0000000076888  38
## + ov_fut_sos    1 0.0000000076947  38
## + ov_cur_sos    1 0.0000000076947  38
## + adj_d_rk      1 0.0000000077035  38
## + nc_elite_sos  1 0.0000000077202  38
## + Adj.T         1 0.0000000077413  38
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=34
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + TOVper + twoPper + threePper + Blkedper + 
##     Astper + threePRate + threePRateD + AvgHgt + Exp
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - threePper     1 0.000000009458  32
## - twoPper       1 0.000000009489  32
## - TOVper        1 0.000000010577  32
## - Exp           1 0.000000010984  32
## - threePRate    1 0.000000012334  32
## - Blkedper      1 0.000000012926  32
## - AvgHgt        1 0.000000013772  32
## - Astper        1 0.000000013838  32
## - adj_o_rk      1 0.000000014004  32
## - threePRateD   1 0.000000017495  32
## - adj_t         1 0.000000018687  32
## - ov_elite_sos  1 0.000000019641  32
## - adj_d         1 0.000000024008  32
## - barthag       1 0.000000025449  32
## - wab           1 0.000000028231  32
## - adj_t_rk      1 0.000000047031  32
## <none>            0.000000008802  34
## + OpAstper      1 0.000000007521  36
## + Ftper         1 0.000000007732  36
## + adj_o         1 0.000000008018  36
## + TOVperD       1 0.000000008050  36
## + Op.Ftper      1 0.000000008065  36
## + threePperD    1 0.000000008204  36
## + FTRate        1 0.000000008218  36
## + EliteSOS      1 0.000000008224  36
## + Orebper       1 0.000000008228  36
## + Talent        1 0.000000008229  36
## + Blkper        1 0.000000008279  36
## + RawT          1 0.000000008471  36
## + nc_fut_sos    1 0.000000008498  36
## + nc_cur_sos    1 0.000000008498  36
## + FTRateD       1 0.000000008517  36
## + eFG           1 0.000000008598  36
## + adj_d_rk      1 0.000000008634  36
## + barthag_rk    1 0.000000008657  36
## + EffHgt        1 0.000000008657  36
## + PPPOff        1 0.000000008658  36
## + twoPperD      1 0.000000008660  36
## + ov_fut_sos    1 0.000000008710  36
## + ov_cur_sos    1 0.000000008710  36
## + eFGD.         1 0.000000008721  36
## + nc_elite_sos  1 0.000000008776  36
## + Adj.T         1 0.000000008790  36
## + OpORebper     1 0.000000008791  36
## + PPPDef        1 0.000000008825  36
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=32
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + TOVper + twoPper + Blkedper + Astper + 
##     threePRate + threePRateD + AvgHgt + Exp
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - twoPper       1 0.000000009719  30
## - Exp           1 0.000000011531  30
## - TOVper        1 0.000000011808  30
## - threePRate    1 0.000000013845  30
## - AvgHgt        1 0.000000014563  30
## - Blkedper      1 0.000000015238  30
## - Astper        1 0.000000015599  30
## - adj_o_rk      1 0.000000016101  30
## - threePRateD   1 0.000000019940  30
## - adj_t         1 0.000000023456  30
## - barthag       1 0.000000025664  30
## - ov_elite_sos  1 0.000000028251  30
## - wab           1 0.000000028374  30
## - adj_d         1 0.000000029281  30
## - adj_t_rk      1 0.000000061537  30
## <none>            0.000000009458  32
## + FTRate        1 0.000000008447  34
## + Op.Ftper      1 0.000000008470  34
## + Blkper        1 0.000000008575  34
## + eFG           1 0.000000008758  34
## + threePper     1 0.000000008802  34
## + Talent        1 0.000000008918  34
## + OpORebper     1 0.000000009039  34
## + Orebper       1 0.000000009189  34
## + threePperD    1 0.000000009282  34
## + Ftper         1 0.000000009296  34
## + twoPperD      1 0.000000009306  34
## + TOVperD       1 0.000000009309  34
## + barthag_rk    1 0.000000009317  34
## + PPPOff        1 0.000000009330  34
## + EffHgt        1 0.000000009350  34
## + RawT          1 0.000000009355  34
## + EliteSOS      1 0.000000009356  34
## + nc_fut_sos    1 0.000000009390  34
## + nc_cur_sos    1 0.000000009390  34
## + FTRateD       1 0.000000009406  34
## + ov_fut_sos    1 0.000000009410  34
## + ov_cur_sos    1 0.000000009410  34
## + eFGD.         1 0.000000009425  34
## + OpAstper      1 0.000000009429  34
## + adj_o         1 0.000000009441  34
## + nc_elite_sos  1 0.000000009441  34
## + Adj.T         1 0.000000009453  34
## + adj_d_rk      1 0.000000009467  34
## + PPPDef        1 0.000000009495  34
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=30
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + TOVper + Blkedper + Astper + threePRate + 
##     threePRateD + AvgHgt + Exp
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - TOVper        1 0.000000011902  28
## - Exp           1 0.000000012087  28
## - AvgHgt        1 0.000000014647  28
## - Blkedper      1 0.000000016660  28
## - adj_o_rk      1 0.000000017897  28
## - Astper        1 0.000000019157  28
## - threePRate    1 0.000000019434  28
## - threePRateD   1 0.000000020324  28
## - barthag       1 0.000000025667  28
## - ov_elite_sos  1 0.000000028739  28
## - adj_t         1 0.000000030844  28
## - adj_d         1 0.000000038311  28
## - wab           1 0.000000045673  28
## - adj_t_rk      1 0.000000067041  28
## <none>            0.000000009719  30
## + Op.Ftper      1 0.000000008522  32
## + eFG           1 0.000000008952  32
## + Blkper        1 0.000000008956  32
## + Talent        1 0.000000009234  32
## + Orebper       1 0.000000009313  32
## + TOVperD       1 0.000000009328  32
## + FTRate        1 0.000000009363  32
## + twoPper       1 0.000000009458  32
## + threePper     1 0.000000009489  32
## + barthag_rk    1 0.000000009510  32
## + PPPOff        1 0.000000009545  32
## + twoPperD      1 0.000000009547  32
## + FTRateD       1 0.000000009581  32
## + Adj.T         1 0.000000009615  32
## + threePperD    1 0.000000009622  32
## + nc_elite_sos  1 0.000000009664  32
## + adj_d_rk      1 0.000000009666  32
## + PPPDef        1 0.000000009671  32
## + OpAstper      1 0.000000009671  32
## + ov_fut_sos    1 0.000000009672  32
## + ov_cur_sos    1 0.000000009672  32
## + EffHgt        1 0.000000009679  32
## + OpORebper     1 0.000000009685  32
## + RawT          1 0.000000009698  32
## + Ftper         1 0.000000009706  32
## + nc_fut_sos    1 0.000000009711  32
## + nc_cur_sos    1 0.000000009711  32
## + adj_o         1 0.000000009713  32
## + eFGD.         1 0.000000009714  32
## + EliteSOS      1 0.000000009719  32
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=28
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + Blkedper + Astper + threePRate + threePRateD + 
##     AvgHgt + Exp
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - Exp           1 0.000000013933  26
## - AvgHgt        1 0.000000016682  26
## - Blkedper      1 0.000000017982  26
## - adj_o_rk      1 0.000000018121  26
## - threePRate    1 0.000000021551  26
## - Astper        1 0.000000021615  26
## - ov_elite_sos  1 0.000000029065  26
## - barthag       1 0.000000030270  26
## - threePRateD   1 0.000000032858  26
## - adj_t         1 0.000000037676  26
## - adj_d         1 0.000000039168  26
## - wab           1 0.000000048612  26
## - adj_t_rk      1 0.000000086073  26
## <none>            0.000000011902  28
## + TOVper        1 0.000000009719  30
## + Op.Ftper      1 0.000000010555  30
## + Orebper       1 0.000000010935  30
## + Blkper        1 0.000000011068  30
## + threePper     1 0.000000011173  30
## + Talent        1 0.000000011240  30
## + nc_fut_sos    1 0.000000011256  30
## + nc_cur_sos    1 0.000000011256  30
## + eFG           1 0.000000011289  30
## + PPPOff        1 0.000000011313  30
## + Ftper         1 0.000000011415  30
## + ov_fut_sos    1 0.000000011425  30
## + ov_cur_sos    1 0.000000011425  30
## + OpORebper     1 0.000000011443  30
## + adj_d_rk      1 0.000000011555  30
## + Adj.T         1 0.000000011571  30
## + EffHgt        1 0.000000011610  30
## + barthag_rk    1 0.000000011664  30
## + threePperD    1 0.000000011698  30
## + adj_o         1 0.000000011714  30
## + RawT          1 0.000000011726  30
## + FTRate        1 0.000000011728  30
## + nc_elite_sos  1 0.000000011748  30
## + FTRateD       1 0.000000011784  30
## + twoPper       1 0.000000011808  30
## + OpAstper      1 0.000000011836  30
## + TOVperD       1 0.000000011841  30
## + EliteSOS      1 0.000000011852  30
## + eFGD.         1 0.000000011899  30
## + PPPDef        1 0.000000011937  30
## + twoPperD      1 0.000000011939  30
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=26
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + Blkedper + Astper + threePRate + threePRateD + 
##     AvgHgt
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - Blkedper      1 0.000000018101  24
## - adj_o_rk      1 0.000000020655  24
## - threePRate    1 0.000000022225  24
## - AvgHgt        1 0.000000025681  24
## - Astper        1 0.000000027536  24
## - barthag       1 0.000000035078  24
## - adj_t         1 0.000000047842  24
## - adj_d         1 0.000000053132  24
## - threePRateD   1 0.000000065638  24
## - wab           1 0.000000079731  24
## - ov_elite_sos  1 0.000000103547  24
## - adj_t_rk      1 0.000000124992  24
## <none>            0.000000013933  26
## + Talent        1 0.000000011269  28
## + Adj.T         1 0.000000011505  28
## + threePper     1 0.000000011651  28
## + PPPOff        1 0.000000011898  28
## + Exp           1 0.000000011902  28
## + Blkper        1 0.000000011940  28
## + TOVper        1 0.000000012087  28
## + EffHgt        1 0.000000012190  28
## + nc_elite_sos  1 0.000000012430  28
## + Op.Ftper      1 0.000000012618  28
## + nc_fut_sos    1 0.000000012735  28
## + nc_cur_sos    1 0.000000012735  28
## + twoPper       1 0.000000013054  28
## + adj_d_rk      1 0.000000013057  28
## + eFG           1 0.000000013098  28
## + twoPperD      1 0.000000013246  28
## + PPPDef        1 0.000000013263  28
## + OpORebper     1 0.000000013290  28
## + Ftper         1 0.000000013311  28
## + eFGD.         1 0.000000013314  28
## + EliteSOS      1 0.000000013369  28
## + RawT          1 0.000000013530  28
## + FTRate        1 0.000000013549  28
## + threePperD    1 0.000000013696  28
## + ov_fut_sos    1 0.000000013771  28
## + ov_cur_sos    1 0.000000013771  28
## + FTRateD       1 0.000000013779  28
## + adj_o         1 0.000000013818  28
## + OpAstper      1 0.000000013869  28
## + Orebper       1 0.000000013934  28
## + TOVperD       1 0.000000013940  28
## + barthag_rk    1 0.000000013970  28
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=24
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + Astper + threePRate + threePRateD + 
##     AvgHgt
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df      Deviance AIC
## - threePRate    1 0.00000002218  22
## - adj_o_rk      1 0.00000002777  22
## - Astper        1 0.00000004069  22
## - AvgHgt        1 0.00000004307  22
## - barthag       1 0.00000004515  22
## - adj_d         1 0.00000007614  22
## - wab           1 0.00000013823  22
## - threePRateD   1 0.00000022483  22
## - adj_t         1 0.00000024288  22
## - adj_t_rk      1 0.00000092227  22
## - ov_elite_sos  1 0.00000102362  22
## <none>            0.00000001810  24
## + threePper     1 0.00000001348  26
## + Blkper        1 0.00000001382  26
## + Blkedper      1 0.00000001393  26
## + Op.Ftper      1 0.00000001482  26
## + twoPper       1 0.00000001549  26
## + OpORebper     1 0.00000001582  26
## + PPPDef        1 0.00000001652  26
## + threePperD    1 0.00000001676  26
## + Talent        1 0.00000001676  26
## + OpAstper      1 0.00000001681  26
## + twoPperD      1 0.00000001685  26
## + Adj.T         1 0.00000001697  26
## + PPPOff        1 0.00000001697  26
## + EffHgt        1 0.00000001722  26
## + eFGD.         1 0.00000001739  26
## + RawT          1 0.00000001743  26
## + eFG           1 0.00000001750  26
## + nc_elite_sos  1 0.00000001765  26
## + ov_fut_sos    1 0.00000001766  26
## + ov_cur_sos    1 0.00000001766  26
## + FTRate        1 0.00000001770  26
## + Ftper         1 0.00000001773  26
## + adj_o         1 0.00000001793  26
## + adj_d_rk      1 0.00000001795  26
## + TOVper        1 0.00000001796  26
## + Exp           1 0.00000001798  26
## + barthag_rk    1 0.00000001799  26
## + EliteSOS      1 0.00000001804  26
## + FTRateD       1 0.00000001807  26
## + nc_fut_sos    1 0.00000001810  26
## + nc_cur_sos    1 0.00000001810  26
## + Orebper       1 0.00000001813  26
## + TOVperD       1 0.00000001817  26
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=22
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk + 
##     wab + ov_elite_sos + Astper + threePRateD + AvgHgt
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - adj_o_rk      1    0.000 20.000
## - barthag       1    0.000 20.000
## - Astper        1    0.000 20.000
## - AvgHgt        1    0.000 20.000
## - adj_d         1    0.000 20.000
## - adj_t         1    0.000 20.000
## - threePRateD   1    0.000 20.000
## - ov_elite_sos  1    0.000 20.000
## - adj_t_rk      1    0.000 20.000
## <none>               0.000 22.000
## + threePper     1    0.000 24.000
## + OpORebper     1    0.000 24.000
## + Op.Ftper      1    0.000 24.000
## + Adj.T         1    0.000 24.000
## + twoPper       1    0.000 24.000
## + threePRate    1    0.000 24.000
## + Ftper         1    0.000 24.000
## + RawT          1    0.000 24.000
## + threePperD    1    0.000 24.000
## + Blkper        1    0.000 24.000
## + eFG           1    0.000 24.000
## + nc_fut_sos    1    0.000 24.000
## + nc_cur_sos    1    0.000 24.000
## + FTRate        1    0.000 24.000
## + PPPOff        1    0.000 24.000
## + ov_fut_sos    1    0.000 24.000
## + ov_cur_sos    1    0.000 24.000
## + adj_o         1    0.000 24.000
## + TOVper        1    0.000 24.000
## + barthag_rk    1    0.000 24.000
## + EffHgt        1    0.000 24.000
## + Talent        1    0.000 24.000
## + Exp           1    0.000 24.000
## + OpAstper      1    0.000 24.000
## + EliteSOS      1    0.000 24.000
## + twoPperD      1    0.000 24.000
## + nc_elite_sos  1    0.000 24.000
## + Orebper       1    0.000 24.000
## + PPPDef        1    0.000 24.000
## + eFGD.         1    0.000 24.000
## + FTRateD       1    0.000 24.000
## + TOVperD       1    0.000 24.000
## + Blkedper      1    0.000 24.000
## + adj_d_rk      1    0.000 24.000
## - wab           1   17.554 37.554
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=20
## conf_winner ~ barthag + adj_d + adj_t + adj_t_rk + wab + ov_elite_sos + 
##     Astper + threePRateD + AvgHgt
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - barthag       1    0.000 18.000
## - Astper        1    0.000 18.000
## - adj_d         1    0.000 18.000
## - AvgHgt        1    0.000 18.000
## - adj_t         1    0.000 18.000
## - threePRateD   1    0.000 18.000
## <none>               0.000 20.000
## + eFG           1    0.000 22.000
## + Ftper         1    0.000 22.000
## + Blkper        1    0.000 22.000
## + PPPOff        1    0.000 22.000
## + threePper     1    0.000 22.000
## + OpORebper     1    0.000 22.000
## + adj_o_rk      1    0.000 22.000
## + FTRateD       1    0.000 22.000
## + Op.Ftper      1    0.000 22.000
## + Orebper       1    0.000 22.000
## + adj_o         1    0.000 22.000
## + threePperD    1    0.000 22.000
## + FTRate        1    0.000 22.000
## + Blkedper      1    0.000 22.000
## + OpAstper      1    0.000 22.000
## + RawT          1    0.000 22.000
## + adj_d_rk      1    0.000 22.000
## + nc_fut_sos    1    0.000 22.000
## + nc_cur_sos    1    0.000 22.000
## + nc_elite_sos  1    0.000 22.000
## + ov_fut_sos    1    0.000 22.000
## + ov_cur_sos    1    0.000 22.000
## + EffHgt        1    0.000 22.000
## + Adj.T         1    0.000 22.000
## + twoPperD      1    0.000 22.000
## + Exp           1    0.000 22.000
## + TOVperD       1    0.000 22.000
## + Talent        1    0.000 22.000
## + twoPper       1    0.000 22.000
## + EliteSOS      1    0.000 22.000
## + PPPDef        1    0.000 22.000
## + eFGD.         1    0.000 22.000
## + TOVper        1    0.000 22.000
## + barthag_rk    1    0.000 22.000
## + threePRate    1    0.000 22.000
## - adj_t_rk      1   10.300 28.300
## - ov_elite_sos  1   18.294 36.294
## - wab           1   26.447 44.447
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=18
## conf_winner ~ adj_d + adj_t + adj_t_rk + wab + ov_elite_sos + 
##     Astper + threePRateD + AvgHgt
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - adj_d         1    0.000 16.000
## - Astper        1    0.000 16.000
## - AvgHgt        1    0.000 16.000
## - adj_t         1    0.000 16.000
## <none>               0.000 18.000
## + barthag       1    0.000 20.000
## + barthag_rk    1    0.000 20.000
## + Ftper         1    0.000 20.000
## + adj_o         1    0.000 20.000
## + EffHgt        1    0.000 20.000
## + eFGD.         1    0.000 20.000
## + PPPDef        1    0.000 20.000
## + Blkper        1    0.000 20.000
## + FTRateD       1    0.000 20.000
## + Talent        1    0.000 20.000
## + threePper     1    0.000 20.000
## + TOVper        1    0.000 20.000
## + Adj.T         1    0.000 20.000
## + twoPper       1    0.000 20.000
## + Op.Ftper      1    0.000 20.000
## + twoPperD      1    0.000 20.000
## + OpAstper      1    0.000 20.000
## + Blkedper      1    0.000 20.000
## + Orebper       1    0.000 20.000
## + PPPOff        1    0.000 20.000
## + threePperD    1    0.000 20.000
## + Exp           1    0.000 20.000
## + TOVperD       1    0.000 20.000
## + EliteSOS      1    0.000 20.000
## + adj_o_rk      1    0.000 20.000
## + nc_fut_sos    1    0.000 20.000
## + nc_cur_sos    1    0.000 20.000
## + adj_d_rk      1    0.000 20.000
## + OpORebper     1    0.000 20.000
## + ov_fut_sos    1    0.000 20.000
## + ov_cur_sos    1    0.000 20.000
## + threePRate    1    0.000 20.000
## + RawT          1    0.000 20.000
## + nc_elite_sos  1    0.000 20.000
## + eFG           1    0.000 20.000
## + FTRate        1    0.000 20.000
## - adj_t_rk      1   11.143 27.143
## - threePRateD   1   11.579 27.579
## - ov_elite_sos  1   21.085 37.085
## - wab           1   34.906 50.906
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=16
## conf_winner ~ adj_t + adj_t_rk + wab + ov_elite_sos + Astper + 
##     threePRateD + AvgHgt
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## <none>                0.00  16.00
## + Blkper        1     0.00  18.00
## + TOVperD       1     0.00  18.00
## + Blkedper      1     0.00  18.00
## + adj_d         1     0.00  18.00
## + FTRate        1     0.00  18.00
## + nc_fut_sos    1     0.00  18.00
## + nc_cur_sos    1     0.00  18.00
## + Exp           1     0.00  18.00
## + eFG           1     0.00  18.00
## + Orebper       1     0.00  18.00
## + adj_d_rk      1     0.00  18.00
## + Op.Ftper      1     0.00  18.00
## + PPPDef        1     0.00  18.00
## + FTRateD       1     0.00  18.00
## + ov_fut_sos    1     0.00  18.00
## + ov_cur_sos    1     0.00  18.00
## + threePRate    1     0.00  18.00
## + nc_elite_sos  1     0.00  18.00
## + TOVper        1     0.00  18.00
## + adj_o         1     0.00  18.00
## + threePperD    1     0.00  18.00
## + EffHgt        1     0.00  18.00
## + twoPper       1     0.00  18.00
## + threePper     1     0.00  18.00
## + eFGD.         1     0.00  18.00
## + barthag       1     0.00  18.00
## + barthag_rk    1     0.00  18.00
## + OpORebper     1     0.00  18.00
## + Talent        1     0.00  18.00
## + EliteSOS      1     0.00  18.00
## + PPPOff        1     0.00  18.00
## + twoPperD      1     0.00  18.00
## + OpAstper      1     0.00  18.00
## + Adj.T         1     0.00  18.00
## + Ftper         1     0.00  18.00
## + RawT          1     0.00  18.00
## - adj_t         1     6.87  20.87
## - adj_t_rk      1    11.73  25.73
## - Astper        1    12.59  26.59
## - threePRateD   1    13.43  27.43
## - AvgHgt        1    13.47  27.47
## - ov_elite_sos  1    21.10  35.10
## - wab           1    62.81  76.81
## + adj_o_rk      1   504.61 522.61
summary(SEC.lm.stepwise)
## 
## Call:
## glm(formula = conf_winner ~ adj_t + adj_t_rk + wab + ov_elite_sos + 
##     Astper + threePRateD + AvgHgt, family = "binomial", data = SEC_train.df, 
##     na.action = na.exclude)
## 
## Coefficients:
##                 Estimate  Std. Error z value Pr(>|z|)
## (Intercept)   -14846.250 6308919.064  -0.002    0.998
## adj_t             24.427   28568.683   0.001    0.999
## adj_t_rk           1.075     856.606   0.001    0.999
## wab               96.830    9852.439   0.010    0.992
## ov_elite_sos     -37.143    5780.657  -0.006    0.995
## Astper            15.506    7834.578   0.002    0.998
## threePRateD      -24.310    2258.018  -0.011    0.991
## AvgHgt           175.581   52182.620   0.003    0.997
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 81.63961944752  on 170  degrees of freedom
## Residual deviance:  0.00000030431  on 163  degrees of freedom
## AIC: 16
## 
## Number of Fisher Scoring iterations: 25
#accuracy
SEC.lm.step.pred <- predict(SEC.lm.stepwise, SEC_valid.df, na.action = na.pass)
accuracy(SEC.lm.step.pred, SEC_valid.df$conf_winner)
##                ME     RMSE      MAE MPE MAPE
## Test set 643.3614 813.6019 701.1438 NaN  Inf

PAC 12 Conference

In this section, our group is splitting the “PAC.df” dataframe that we created by filtering for only teams in the PAC 12 conference into a training set (80%) and validation set (20%)

PAC.df <- team.df2024 %>%
  filter(conf == "P12" |
           conf == "P10")

RNGkind(sample.kind="Rounding")
## Warning in RNGkind(sample.kind = "Rounding"): non-uniform 'Rounding' sampler
## used
set.seed(123)

PACtrain.index <- sample(c(1:dim(PAC.df)[1]), dim(PAC.df)[1]*0.8)  
PAC_train.df <-PAC.df[PACtrain.index, ]
PAC_valid.df <- PAC.df[-PACtrain.index, ]
head(PAC_train.df)
##              team year conf conf_winner  barthag barthag_rk   adj_o adj_o_rk
## 1:       Colorado 2016  P12           0 0.807181         59 107.805      108
## 2:           Utah 2016  P12           0 0.880728         32 115.763       23
## 3:         Oregon 2022  P12           0 0.770482         71 109.649       49
## 4:     Washington 2015  P12           0 0.635538        112 107.093       82
## 5: Washington St. 2009  P10           0 0.865232         37 103.565      130
## 6:        Arizona 2016  P12           0 0.902179         21 116.056       22
##       adj_d adj_d_rk   adj_t adj_t_rk        wab nc_elite_sos nc_fut_sos
## 1:  95.1852       29 69.9012      121  0.6891338           16     0.4880
## 2:  97.2893       55 66.8903      278  5.6442322           25     0.5649
## 3:  98.6891      112 67.6550      139 -2.3835486           22     0.5527
## 4: 102.0380      163 66.0242      116 -4.5580406           13     0.4352
## 5:  88.1031        6 59.1309      340 -1.3848769           22     0.5101
## 6:  95.6681       35 69.0497      164  3.4021828           15     0.4840
##    nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos  eFG eFGD. FTRate FTRateD
## 1:     0.4880           28     0.6662     0.6662 48.4  46.8   40.5    35.7
## 2:     0.5649           32     0.7088     0.7088 55.1  48.0   37.9    23.0
## 3:     0.5527           27     0.6591     0.6591 51.1  49.6   29.7    29.1
## 4:     0.4352           25     0.6302     0.6302 49.3  47.1   33.9    31.7
## 5:     0.5101           35     0.7092     0.7092 48.8  44.7   27.0    33.7
## 6:     0.4840           27     0.6626     0.6626 53.6  46.2   43.8    29.3
##    TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1:   18.8    15.4    34.8      24.8 70.9    43.9     44.3      38.6       35.3
## 2:   18.2    15.3    29.2      27.8 67.2    55.5     44.5      36.3       37.1
## 3:   17.1    19.2    29.9      31.1 68.4    51.6     50.2      33.5       32.4
## 4:   17.5    16.8    31.4      33.2 66.2    48.9     46.0      33.4       33.0
## 5:   19.2    17.6    27.3      25.0 59.0    47.5     40.0      34.5       36.2
## 6:   18.2    16.0    35.0      24.9 69.9    52.2     45.7      38.1       31.6
##    Blkper Blkedper Astper OpAstper threePRate threePRateD  Adj.T AvgHgt EffHgt
## 1:   11.7     11.3   52.9     41.8       32.1        28.8 69.014 78.037 81.146
## 2:    9.8     10.4   56.6     41.7       37.3        31.9 66.011 77.564 81.582
## 3:    9.3      7.1   44.9     50.0       35.8        37.1 67.653 78.126 81.244
## 4:   11.7      8.2   53.7     47.8       33.1        29.5 65.408 77.857 81.216
## 5:   13.1      6.3   57.3     51.4       31.8        33.0 57.989 78.094 80.559
## 6:   11.3      8.4   51.3     48.3       29.4        31.3 68.166 78.309 82.474
##      Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.771 53.765  73.3     68.8  1.053  0.991   27.187
## 2: 2.011 34.826  72.4     72.4  1.116  1.018   31.120
## 3: 2.267 67.189  68.1     70.7  1.050  1.021   27.748
## 4: 1.787 44.978  68.3     69.2  1.033  1.022   24.066
## 5: 1.828 36.217  76.9     70.5  0.997  0.933   34.214
## 6: 2.016 66.359  72.1     71.3  1.128  0.966   26.100
head(PAC_valid.df)
##           team year conf conf_winner  barthag barthag_rk   adj_o adj_o_rk
## 1:     Arizona 2009  P10           0 0.860972         40 117.724        5
## 2:     Arizona 2010  P10           0 0.730096         91 107.127       86
## 3:     Arizona 2022  P12           1 0.934109          9 118.038        7
## 4: Arizona St. 2010  P10           0 0.870224         41 109.828       54
## 5: Arizona St. 2016  P12           0 0.713069         96 108.262       97
## 6: Arizona St. 2021  P12           0 0.744254         83 108.189       69
##       adj_d adj_d_rk   adj_t adj_t_rk         wab nc_elite_sos nc_fut_sos
## 1: 100.4630      155 65.6669      220  0.75215745           22     0.5741
## 2:  98.2466      108 68.9798       86 -3.62653436           28     0.6828
## 3:  93.7315       35 72.2585        9  8.76115921           22     0.5134
## 4:  93.0788       38 62.4044      326  0.08397096           21     0.5086
## 5: 100.0230      110 68.8897      172 -4.17452372           24     0.6253
## 6:  98.5924       97 72.7075       19 -2.89832374           24     0.6277
##    nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos  eFG eFGD. FTRate FTRateD
## 1:     0.5741           36     0.7415     0.7415 53.0  51.0   37.5    25.1
## 2:     0.6828           30     0.7268     0.7268 50.1  48.7   44.3    38.3
## 3:     0.5134           26     0.6481     0.6481 55.6  44.4   34.9    24.0
## 4:     0.5086           25     0.6398     0.6398 53.4  45.6   38.0    34.8
## 5:     0.6253           30     0.7149     0.7149 48.1  52.0   37.8    38.1
## 6:     0.6277           34     0.7565     0.7565 49.2  52.5   33.3    36.1
##    TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1:   19.4    18.4    35.9      34.4 64.8    51.0     50.0      38.7       34.9
## 2:   20.1    18.4    29.6      31.5 68.5    48.4     49.5      35.8       31.4
## 3:   18.3    17.4    34.7      28.6 72.7    57.0     41.8      35.3       32.8
## 4:   19.1    20.8    28.3      31.0 62.1    51.9     44.5      36.9       31.7
## 5:   17.1    18.3    31.5      27.8 69.8    46.6     51.4      33.6       35.4
## 6:   15.0    20.7    21.4      30.1 72.6    48.8     51.5      33.3       36.2
##    Blkper Blkedper Astper OpAstper threePRate threePRateD  Adj.T AvgHgt EffHgt
## 1:    8.7      6.0   55.7     61.8       29.0        41.0 64.539 77.277 80.600
## 2:    6.4      9.5   51.5     50.2       32.2        31.9 67.482 76.281 79.582
## 3:   13.4      7.3   65.0     47.2       35.9        34.7 72.257 79.442 83.030
## 4:    7.2      8.9   62.0     59.7       44.7        33.8 60.902 76.467 79.687
## 5:    7.3     12.9   50.9     58.2       39.4        34.9 68.006 77.224 79.763
## 6:    8.8      8.2   49.8     55.6       35.4        36.3 72.707 76.284 80.280
##      Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.402 80.614  73.8     69.0  1.109  1.062   35.012
## 2: 1.000 80.493  73.3     69.5  1.026  1.028   29.042
## 3: 1.191 69.260  73.9     67.4  1.147  0.929   26.248
## 4: 1.969 55.518  71.2     68.3  1.074  0.945   24.719
## 5: 2.083 38.378  68.7     70.0  1.042  1.051   29.523
## 6: 1.991 60.672  72.8     74.6  1.015  1.052   33.949

Logistic Regression

options(scipen = 999)
PAC.lm <- glm(conf_winner ~  barthag + barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS, data = PAC_train.df, family = "binomial", na.action = na.exclude)
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
PAC.lm
## 
## Call:  glm(formula = conf_winner ~ barthag + barthag_rk + adj_o_rk + 
##     adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + 
##     nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS, family = "binomial", data = PAC_train.df, 
##     na.action = na.exclude)
## 
## Coefficients:
##  (Intercept)       barthag    barthag_rk      adj_o_rk         adj_o  
##    268.78823    -850.01851      -1.54888       0.22634       7.90478  
##        adj_d      adj_d_rk         adj_t      adj_t_rk           wab  
##     -0.13186       0.21236       7.46882       0.02577       6.52747  
## nc_elite_sos    nc_fut_sos    nc_cur_sos  ov_elite_sos    ov_fut_sos  
##     -0.19708     -59.54712            NA       3.70855     677.63453  
##   ov_cur_sos           eFG         eFGD.        FTRate       FTRateD  
##           NA     -26.21348      68.22868      -4.19211      -6.64348  
##       TOVper       TOVperD       Orebper     OpORebper          RawT  
##     36.71950      40.37160     -17.47195     -17.62480     -14.38349  
##      twoPper      twoPperD     threePper    threePperD        Blkper  
##     -6.79081     -68.83651      -6.31789     -57.13098       6.69478  
##     Blkedper        Astper      OpAstper    threePRate   threePRateD  
##      5.46680      -1.11337       0.36689      -4.70292      -5.48852  
##        Adj.T        AvgHgt        EffHgt           Exp        Talent  
##      4.97567     -25.94898      10.48200       4.11314       0.64258  
##        Ftper      Op.Ftper        PPPOff        PPPDef      EliteSOS  
##     -6.98449      -3.02774    2585.59210    2565.87345      -8.52558  
## 
## Degrees of Freedom: 146 Total (i.e. Null);  104 Residual
## Null Deviance:       78.19 
## Residual Deviance: 0.000000004152    AIC: 86

In the code above, we created a logistic regression that is predicting the binary outcome variable ‘conf_winner’ using all of the predictor independent variables listed in the formula above. Each coefficient represents the change in the log-odds of the response variable for a one-unit change in the corresponding variable if all the other variables are constant. Negative coefficients represent a negative relationship with the log-odds of being a conference winner. Positive coefficients represent a positive relationship with the log-odds of being a conference winner. There are 146 degrees of freedom for the null model and 104 degrees of freedom for the residual model. The null deviance is 78.19 which represents the deviance of the null model. The residual deviance is very small 4.2e-9 which represents the deviance of the model with no predictors. The smaller the null deviance and residual deviance indicate a better fitted model. The AIC is 86 which is very low and indicates a better fitted model if the score is low.

Confusion Matrix

# Make predictions on the validation dataset
PAC_predictions <- predict(PAC.lm, newdata = PAC_valid.df, type = "response")
## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type == :
## prediction from rank-deficient fit; attr(*, "non-estim") has doubtful cases
# Convert predicted probabilities to class labels (0 or 1) based on a threshold (e.g., 0.5)
PAC_predicted_classes <- ifelse(PAC_predictions > 0.5, 1, 0)

# Create a confusion matrix
PAC_conf_matrix <- confusionMatrix(as.factor(PAC_valid.df$conf_winner), as.factor(PAC_predicted_classes), positive = '1')

# Print the confusion matrix
print(PAC_conf_matrix)
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction  0  1
##          0 29  3
##          1  2  3
##                                           
##                Accuracy : 0.8649          
##                  95% CI : (0.7123, 0.9546)
##     No Information Rate : 0.8378          
##     P-Value [Acc > NIR] : 0.4313          
##                                           
##                   Kappa : 0.4669          
##                                           
##  Mcnemar's Test P-Value : 1.0000          
##                                           
##             Sensitivity : 0.50000         
##             Specificity : 0.93548         
##          Pos Pred Value : 0.60000         
##          Neg Pred Value : 0.90625         
##              Prevalence : 0.16216         
##          Detection Rate : 0.08108         
##    Detection Prevalence : 0.13514         
##       Balanced Accuracy : 0.71774         
##                                           
##        'Positive' Class : 1               
## 
#calc specificty, etc. 

The model shows an overall accuracy of 86.49%, with sensitivity (True Positive Rate) at 50.00%. The Kappa value is 0.4669, indicating moderate agreement beyond chance. The balanced accuracy is 71.77%, suggesting a reasonable performance balance between sensitivity and specificity. The positive predictive value (precision) is 60.00%, indicating that 60% of the predicted positive cases are true positives. The model’s performance is generally good, but there may be room for improvement, especially in increasing sensitivity if correctly identifying positive cases is crucial for the application.

Backward Selection

PAC_lm.backward <- step(PAC.lm, direction = 'backward')
## Start:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_elite_sos  1 0.0000000041527  84
## - adj_d         1 0.0000000041580  84
## - twoPper       1 0.0000000041587  84
## - nc_fut_sos    1 0.0000000041689  84
## - threePper     1 0.0000000041696  84
## - adj_t_rk      1 0.0000000041778  84
## - OpAstper      1 0.0000000041869  84
## - Exp           1 0.0000000041949  84
## - Adj.T         1 0.0000000042049  84
## - adj_t         1 0.0000000042074  84
## - adj_o_rk      1 0.0000000042204  84
## - ov_elite_sos  1 0.0000000042240  84
## - Astper        1 0.0000000042639  84
## - adj_d_rk      1 0.0000000042653  84
## - eFG           1 0.0000000042711  84
## - Op.Ftper      1 0.0000000043025  84
## - Blkedper      1 0.0000000043089  84
## - RawT          1 0.0000000043278  84
## - EliteSOS      1 0.0000000043308  84
## - ov_fut_sos    1 0.0000000043354  84
## - Talent        1 0.0000000043997  84
## - barthag_rk    1 0.0000000044553  84
## - barthag       1 0.0000000044827  84
## - EffHgt        1 0.0000000045634  84
## - eFGD.         1 0.0000000045936  84
## - PPPDef        1 0.0000000046435  84
## - adj_o         1 0.0000000046750  84
## - wab           1 0.0000000047008  84
## - OpORebper     1 0.0000000047485  84
## - Blkper        1 0.0000000048654  84
## - AvgHgt        1 0.0000000048656  84
## - TOVperD       1 0.0000000049146  84
## - FTRate        1 0.0000000050473  84
## - Orebper       1 0.0000000050700  84
## - Ftper         1 0.0000000050837  84
## - FTRateD       1 0.0000000052032  84
## - PPPOff        1 0.0000000052271  84
## - threePRateD   1 0.0000000052285  84
## - TOVper        1 0.0000000052350  84
## - threePRate    1 0.0000000052982  84
## - twoPperD      1 0.0000000055963  84
## - threePperD    1 0.0000000057433  84
## <none>            0.0000000041516  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_d         1 0.0000000041603  82
## - adj_t_rk      1 0.0000000041776  82
## - twoPper       1 0.0000000041801  82
## - OpAstper      1 0.0000000041909  82
## - Exp           1 0.0000000041915  82
## - threePper     1 0.0000000042015  82
## - Adj.T         1 0.0000000042215  82
## - ov_elite_sos  1 0.0000000042248  82
## - adj_o_rk      1 0.0000000042259  82
## - adj_t         1 0.0000000042303  82
## - nc_fut_sos    1 0.0000000042305  82
## - adj_d_rk      1 0.0000000042669  82
## - Astper        1 0.0000000042673  82
## - eFG           1 0.0000000042702  82
## - Op.Ftper      1 0.0000000043124  82
## - Blkedper      1 0.0000000043165  82
## - EliteSOS      1 0.0000000043607  82
## - RawT          1 0.0000000044436  82
## - Talent        1 0.0000000044475  82
## - barthag_rk    1 0.0000000044566  82
## - barthag       1 0.0000000044873  82
## - EffHgt        1 0.0000000045800  82
## - PPPDef        1 0.0000000046564  82
## - wab           1 0.0000000047064  82
## - eFGD.         1 0.0000000047188  82
## - OpORebper     1 0.0000000047567  82
## - adj_o         1 0.0000000048236  82
## - ov_fut_sos    1 0.0000000048795  82
## - TOVperD       1 0.0000000049162  82
## - AvgHgt        1 0.0000000049772  82
## - Blkper        1 0.0000000050348  82
## - FTRate        1 0.0000000050721  82
## - Orebper       1 0.0000000050742  82
## - Ftper         1 0.0000000050913  82
## - PPPOff        1 0.0000000052320  82
## - threePRateD   1 0.0000000052324  82
## - FTRateD       1 0.0000000052687  82
## - TOVper        1 0.0000000052734  82
## - threePRate    1 0.0000000053240  82
## - twoPperD      1 0.0000000057425  82
## - threePperD    1 0.0000000061142  82
## <none>            0.0000000041527  84
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - twoPper       1 0.0000000041713  80
## - adj_t_rk      1 0.0000000041922  80
## - OpAstper      1 0.0000000041927  80
## - Exp           1 0.0000000041967  80
## - threePper     1 0.0000000041972  80
## - Adj.T         1 0.0000000042300  80
## - ov_elite_sos  1 0.0000000042343  80
## - adj_t         1 0.0000000042368  80
## - adj_d_rk      1 0.0000000042730  80
## - nc_fut_sos    1 0.0000000042747  80
## - adj_o_rk      1 0.0000000042835  80
## - Astper        1 0.0000000042841  80
## - eFG           1 0.0000000042904  80
## - Op.Ftper      1 0.0000000043334  80
## - Blkedper      1 0.0000000043590  80
## - EliteSOS      1 0.0000000043761  80
## - barthag_rk    1 0.0000000045185  80
## - RawT          1 0.0000000045242  80
## - barthag       1 0.0000000045769  80
## - Talent        1 0.0000000046133  80
## - EffHgt        1 0.0000000046139  80
## - eFGD.         1 0.0000000047312  80
## - wab           1 0.0000000047653  80
## - PPPDef        1 0.0000000047950  80
## - adj_o         1 0.0000000048221  80
## - OpORebper     1 0.0000000048268  80
## - ov_fut_sos    1 0.0000000049675  80
## - TOVperD       1 0.0000000050017  80
## - Orebper       1 0.0000000051101  80
## - Ftper         1 0.0000000051113  80
## - AvgHgt        1 0.0000000051553  80
## - Blkper        1 0.0000000051662  80
## - FTRate        1 0.0000000051843  80
## - threePRateD   1 0.0000000052490  80
## - PPPOff        1 0.0000000052989  80
## - TOVper        1 0.0000000053102  80
## - FTRateD       1 0.0000000053573  80
## - threePRate    1 0.0000000057218  80
## - twoPperD      1 0.0000000057429  80
## - threePperD    1 0.0000000061223  80
## <none>            0.0000000041603  82
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_t_rk      1 0.0000000041881  78
## - OpAstper      1 0.0000000041927  78
## - Adj.T         1 0.0000000042005  78
## - ov_elite_sos  1 0.0000000042168  78
## - Exp           1 0.0000000042194  78
## - adj_t         1 0.0000000042955  78
## - threePper     1 0.0000000043041  78
## - adj_d_rk      1 0.0000000043156  78
## - adj_o_rk      1 0.0000000043277  78
## - Op.Ftper      1 0.0000000043310  78
## - nc_fut_sos    1 0.0000000043507  78
## - Astper        1 0.0000000043812  78
## - EliteSOS      1 0.0000000043952  78
## - Blkedper      1 0.0000000043978  78
## - barthag_rk    1 0.0000000045628  78
## - barthag       1 0.0000000045792  78
## - RawT          1 0.0000000046011  78
## - Talent        1 0.0000000046483  78
## - EffHgt        1 0.0000000046786  78
## - eFGD.         1 0.0000000047788  78
## - PPPDef        1 0.0000000047894  78
## - wab           1 0.0000000048055  78
## - OpORebper     1 0.0000000048252  78
## - adj_o         1 0.0000000049971  78
## - TOVperD       1 0.0000000050151  78
## - eFG           1 0.0000000050659  78
## - Orebper       1 0.0000000051232  78
## - Ftper         1 0.0000000051765  78
## - Blkper        1 0.0000000051790  78
## - FTRate        1 0.0000000052076  78
## - threePRateD   1 0.0000000052532  78
## - AvgHgt        1 0.0000000052867  78
## - TOVper        1 0.0000000053164  78
## - ov_fut_sos    1 0.0000000053257  78
## - FTRateD       1 0.0000000053648  78
## - PPPOff        1 0.0000000054576  78
## - threePRate    1 0.0000000057782  78
## - twoPperD      1 0.0000000065501  78
## - threePperD    1 0.0000000072325  78
## <none>            0.0000000041713  80
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk + 
##     adj_t + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - OpAstper      1 0.0000000042028  76
## - ov_elite_sos  1 0.0000000042249  76
## - Exp           1 0.0000000042314  76
## - Adj.T         1 0.0000000042316  76
## - threePper     1 0.0000000043131  76
## - adj_d_rk      1 0.0000000043264  76
## - adj_o_rk      1 0.0000000043396  76
## - Op.Ftper      1 0.0000000043676  76
## - nc_fut_sos    1 0.0000000043685  76
## - adj_t         1 0.0000000043689  76
## - Blkedper      1 0.0000000044039  76
## - EliteSOS      1 0.0000000044050  76
## - Astper        1 0.0000000044067  76
## - barthag       1 0.0000000046232  76
## - barthag_rk    1 0.0000000046340  76
## - Talent        1 0.0000000046702  76
## - EffHgt        1 0.0000000046772  76
## - RawT          1 0.0000000047381  76
## - eFGD.         1 0.0000000048211  76
## - PPPDef        1 0.0000000048325  76
## - OpORebper     1 0.0000000048421  76
## - wab           1 0.0000000048915  76
## - TOVperD       1 0.0000000050372  76
## - adj_o         1 0.0000000050589  76
## - eFG           1 0.0000000050865  76
## - Orebper       1 0.0000000051496  76
## - Ftper         1 0.0000000052016  76
## - Blkper        1 0.0000000052182  76
## - FTRate        1 0.0000000052432  76
## - threePRateD   1 0.0000000052661  76
## - TOVper        1 0.0000000053532  76
## - FTRateD       1 0.0000000053807  76
## - AvgHgt        1 0.0000000053864  76
## - ov_fut_sos    1 0.0000000054817  76
## - PPPOff        1 0.0000000054908  76
## - threePRate    1 0.0000000058251  76
## - twoPperD      1 0.0000000066317  76
## - threePperD    1 0.0000000073597  76
## <none>            0.0000000041881  78
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk + 
##     adj_t + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_elite_sos  1 0.0000000042426  74
## - Exp           1 0.0000000042471  74
## - Adj.T         1 0.0000000042752  74
## - adj_d_rk      1 0.0000000043366  74
## - threePper     1 0.0000000043387  74
## - adj_o_rk      1 0.0000000043604  74
## - Op.Ftper      1 0.0000000043785  74
## - nc_fut_sos    1 0.0000000043834  74
## - Astper        1 0.0000000044265  74
## - EliteSOS      1 0.0000000044397  74
## - adj_t         1 0.0000000044469  74
## - Blkedper      1 0.0000000044792  74
## - barthag       1 0.0000000046609  74
## - barthag_rk    1 0.0000000046774  74
## - EffHgt        1 0.0000000047125  74
## - Talent        1 0.0000000047684  74
## - RawT          1 0.0000000047832  74
## - PPPDef        1 0.0000000048469  74
## - OpORebper     1 0.0000000049029  74
## - eFGD.         1 0.0000000049167  74
## - wab           1 0.0000000049744  74
## - TOVperD       1 0.0000000050633  74
## - adj_o         1 0.0000000050854  74
## - eFG           1 0.0000000051209  74
## - Orebper       1 0.0000000051867  74
## - Blkper        1 0.0000000052403  74
## - Ftper         1 0.0000000053203  74
## - FTRate        1 0.0000000053604  74
## - TOVper        1 0.0000000053838  74
## - AvgHgt        1 0.0000000054040  74
## - FTRateD       1 0.0000000054577  74
## - ov_fut_sos    1 0.0000000054774  74
## - PPPOff        1 0.0000000055082  74
## - threePRateD   1 0.0000000057107  74
## - threePRate    1 0.0000000064058  74
## - twoPperD      1 0.0000000067165  74
## - threePperD    1 0.0000000075721  74
## <none>            0.0000000042028  76
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk + 
##     adj_t + wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - Adj.T        1 0.0000000042977  72
## - Exp          1 0.0000000043075  72
## - adj_d_rk     1 0.0000000043393  72
## - threePper    1 0.0000000043414  72
## - adj_o_rk     1 0.0000000043890  72
## - nc_fut_sos   1 0.0000000044077  72
## - Astper       1 0.0000000044571  72
## - adj_t        1 0.0000000044643  72
## - Op.Ftper     1 0.0000000044879  72
## - Blkedper     1 0.0000000044935  72
## - barthag      1 0.0000000046743  72
## - barthag_rk   1 0.0000000046979  72
## - EffHgt       1 0.0000000047522  72
## - Talent       1 0.0000000047599  72
## - RawT         1 0.0000000048030  72
## - eFGD.        1 0.0000000049431  72
## - PPPDef       1 0.0000000050042  72
## - OpORebper    1 0.0000000050212  72
## - adj_o        1 0.0000000050917  72
## - eFG          1 0.0000000051411  72
## - TOVperD      1 0.0000000051774  72
## - Orebper      1 0.0000000051993  72
## - wab          1 0.0000000052047  72
## - EliteSOS     1 0.0000000052101  72
## - Ftper        1 0.0000000053302  72
## - Blkper       1 0.0000000053336  72
## - FTRate       1 0.0000000054049  72
## - TOVper       1 0.0000000054192  72
## - PPPOff       1 0.0000000055324  72
## - FTRateD      1 0.0000000055383  72
## - AvgHgt       1 0.0000000056296  72
## - ov_fut_sos   1 0.0000000057078  72
## - threePRateD  1 0.0000000060185  72
## - threePRate   1 0.0000000064848  72
## - twoPperD     1 0.0000000067280  72
## - threePperD   1 0.0000000075767  72
## <none>           0.0000000042426  74
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk + 
##     adj_t + wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + threePRateD + AvgHgt + EffHgt + Exp + Talent + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - Exp          1 0.0000000043390  70
## - adj_d_rk     1 0.0000000043523  70
## - threePper    1 0.0000000043854  70
## - adj_o_rk     1 0.0000000044061  70
## - nc_fut_sos   1 0.0000000044238  70
## - Op.Ftper     1 0.0000000045076  70
## - Blkedper     1 0.0000000045196  70
## - Astper       1 0.0000000046316  70
## - adj_t        1 0.0000000046459  70
## - EffHgt       1 0.0000000048084  70
## - Talent       1 0.0000000048145  70
## - RawT         1 0.0000000048170  70
## - barthag_rk   1 0.0000000048739  70
## - barthag      1 0.0000000049208  70
## - PPPDef       1 0.0000000050355  70
## - eFGD.        1 0.0000000050638  70
## - OpORebper    1 0.0000000050795  70
## - eFG          1 0.0000000051943  70
## - adj_o        1 0.0000000052101  70
## - wab          1 0.0000000052445  70
## - TOVperD      1 0.0000000052707  70
## - Orebper      1 0.0000000053593  70
## - Ftper        1 0.0000000053961  70
## - Blkper       1 0.0000000054016  70
## - EliteSOS     1 0.0000000054130  70
## - TOVper       1 0.0000000054757  70
## - FTRateD      1 0.0000000055692  70
## - PPPOff       1 0.0000000056171  70
## - FTRate       1 0.0000000056733  70
## - ov_fut_sos   1 0.0000000057147  70
## - AvgHgt       1 0.0000000057508  70
## - threePRateD  1 0.0000000061547  70
## - threePRate   1 0.0000000064864  70
## - twoPperD     1 0.0000000067068  70
## - threePperD   1 0.0000000075816  70
## <none>           0.0000000042977  72
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=70
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk + 
##     adj_t + wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + threePRateD + AvgHgt + EffHgt + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - adj_d_rk     1 0.0000000043892  68
## - threePper    1 0.0000000044155  68
## - adj_o_rk     1 0.0000000044352  68
## - nc_fut_sos   1 0.0000000044482  68
## - Op.Ftper     1 0.0000000045133  68
## - Blkedper     1 0.0000000045299  68
## - Astper       1 0.0000000046359  68
## - adj_t        1 0.0000000046511  68
## - EffHgt       1 0.0000000048116  68
## - RawT         1 0.0000000048182  68
## - Talent       1 0.0000000048195  68
## - barthag_rk   1 0.0000000049073  68
## - barthag      1 0.0000000049351  68
## - eFGD.        1 0.0000000050660  68
## - PPPDef       1 0.0000000051518  68
## - OpORebper    1 0.0000000051915  68
## - adj_o        1 0.0000000052137  68
## - eFG          1 0.0000000052978  68
## - wab          1 0.0000000053028  68
## - TOVperD      1 0.0000000054043  68
## - Blkper       1 0.0000000054094  68
## - EliteSOS     1 0.0000000054211  68
## - Ftper        1 0.0000000054352  68
## - Orebper      1 0.0000000054725  68
## - FTRateD      1 0.0000000055961  68
## - TOVper       1 0.0000000056287  68
## - PPPOff       1 0.0000000056313  68
## - FTRate       1 0.0000000057173  68
## - ov_fut_sos   1 0.0000000057194  68
## - AvgHgt       1 0.0000000057878  68
## - threePRateD  1 0.0000000061533  68
## - twoPperD     1 0.0000000067262  68
## - threePRate   1 0.0000000068473  68
## - threePperD   1 0.0000000076760  68
## <none>           0.0000000043390  70
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=68
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_t + 
##     wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPperD + 
##     threePper + threePperD + Blkper + Blkedper + Astper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - threePper    1 0.0000000044331  66
## - adj_o_rk     1 0.0000000044376  66
## - nc_fut_sos   1 0.0000000044858  66
## - Blkedper     1 0.0000000045542  66
## - Op.Ftper     1 0.0000000046291  66
## - Astper       1 0.0000000047558  66
## - adj_t        1 0.0000000047921  66
## - Talent       1 0.0000000048278  66
## - EffHgt       1 0.0000000048455  66
## - RawT         1 0.0000000049472  66
## - barthag_rk   1 0.0000000049795  66
## - OpORebper    1 0.0000000052227  66
## - eFGD.        1 0.0000000052269  66
## - PPPDef       1 0.0000000052774  66
## - adj_o        1 0.0000000054052  66
## - barthag      1 0.0000000054056  66
## - Blkper       1 0.0000000054160  66
## - eFG          1 0.0000000054214  66
## - TOVperD      1 0.0000000054324  66
## - wab          1 0.0000000054978  66
## - Ftper        1 0.0000000055370  66
## - Orebper      1 0.0000000056057  66
## - EliteSOS     1 0.0000000057010  66
## - FTRateD      1 0.0000000057707  66
## - TOVper       1 0.0000000057755  66
## - ov_fut_sos   1 0.0000000058213  66
## - PPPOff       1 0.0000000058576  66
## - FTRate       1 0.0000000058964  66
## - AvgHgt       1 0.0000000059442  66
## - threePRateD  1 0.0000000065416  66
## - twoPperD     1 0.0000000067527  66
## - threePRate   1 0.0000000071362  66
## - threePperD   1 0.0000000076883  66
## <none>           0.0000000043892  68
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=66
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_t + 
##     wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPperD + 
##     threePperD + Blkper + Blkedper + Astper + threePRate + threePRateD + 
##     AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - adj_o_rk     1 0.0000000044681  64
## - nc_fut_sos   1 0.0000000045745  64
## - Blkedper     1 0.0000000046037  64
## - Op.Ftper     1 0.0000000047369  64
## - adj_t        1 0.0000000047976  64
## - Astper       1 0.0000000048221  64
## - Talent       1 0.0000000048368  64
## - EffHgt       1 0.0000000048557  64
## - RawT         1 0.0000000049578  64
## - barthag_rk   1 0.0000000051979  64
## - adj_o        1 0.0000000054521  64
## - OpORebper    1 0.0000000055460  64
## - wab          1 0.0000000055928  64
## - PPPDef       1 0.0000000056541  64
## - barthag      1 0.0000000056917  64
## - eFGD.        1 0.0000000057331  64
## - eFG          1 0.0000000057355  64
## - Orebper      1 0.0000000057459  64
## - Ftper        1 0.0000000058278  64
## - TOVperD      1 0.0000000058292  64
## - PPPOff       1 0.0000000059099  64
## - FTRate       1 0.0000000059518  64
## - AvgHgt       1 0.0000000060201  64
## - Blkper       1 0.0000000060539  64
## - TOVper       1 0.0000000061564  64
## - ov_fut_sos   1 0.0000000063202  64
## - EliteSOS     1 0.0000000064138  64
## - FTRateD      1 0.0000000064190  64
## - threePRateD  1 0.0000000071958  64
## - twoPperD     1 0.0000000072898  64
## - threePRate   1 0.0000000076208  64
## - threePperD   1 0.0000000082572  64
## <none>           0.0000000044331  66
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=64
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + nc_fut_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPperD + threePperD + Blkper + 
##     Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - nc_fut_sos   1 0.0000000045908  62
## - Blkedper     1 0.0000000046258  62
## - Talent       1 0.0000000048547  62
## - Op.Ftper     1 0.0000000048669  62
## - adj_t        1 0.0000000049382  62
## - EffHgt       1 0.0000000049552  62
## - Astper       1 0.0000000049595  62
## - RawT         1 0.0000000051096  62
## - barthag_rk   1 0.0000000052396  62
## - adj_o        1 0.0000000055193  62
## - barthag      1 0.0000000058383  62
## - eFGD.        1 0.0000000058714  62
## - OpORebper    1 0.0000000060835  62
## - PPPDef       1 0.0000000061411  62
## - AvgHgt       1 0.0000000061625  62
## - FTRate       1 0.0000000062171  62
## - wab          1 0.0000000062664  62
## - ov_fut_sos   1 0.0000000063187  62
## - eFG          1 0.0000000064079  62
## - EliteSOS     1 0.0000000064137  62
## - Ftper        1 0.0000000064296  62
## - Orebper      1 0.0000000065509  62
## - TOVperD      1 0.0000000065973  62
## - Blkper       1 0.0000000066354  62
## - PPPOff       1 0.0000000067013  62
## - TOVper       1 0.0000000068762  62
## - FTRateD      1 0.0000000068813  62
## - threePRateD  1 0.0000000072547  62
## - twoPperD     1 0.0000000076265  62
## - threePRate   1 0.0000000079605  62
## - threePperD   1 0.0000000086470  62
## <none>           0.0000000044681  64
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=62
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + ov_fut_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePperD + Blkper + Blkedper + 
##     Astper + threePRate + threePRateD + AvgHgt + EffHgt + Talent + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - Blkedper     1 0.0000000046639  60
## - Op.Ftper     1 0.0000000048957  60
## - Talent       1 0.0000000049335  60
## - EffHgt       1 0.0000000049782  60
## - adj_t        1 0.0000000049909  60
## - Astper       1 0.0000000050119  60
## - RawT         1 0.0000000051235  60
## - barthag_rk   1 0.0000000052413  60
## - adj_o        1 0.0000000055480  60
## - barthag      1 0.0000000058476  60
## - eFGD.        1 0.0000000060294  60
## - AvgHgt       1 0.0000000061754  60
## - OpORebper    1 0.0000000061859  60
## - FTRate       1 0.0000000062404  60
## - wab          1 0.0000000062679  60
## - PPPDef       1 0.0000000062702  60
## - eFG          1 0.0000000064281  60
## - Ftper        1 0.0000000064855  60
## - EliteSOS     1 0.0000000065071  60
## - Orebper      1 0.0000000065481  60
## - Blkper       1 0.0000000066454  60
## - PPPOff       1 0.0000000067810  60
## - TOVperD      1 0.0000000067879  60
## - TOVper       1 0.0000000068687  60
## - FTRateD      1 0.0000000071216  60
## - threePRateD  1 0.0000000073648  60
## - ov_fut_sos   1 0.0000000075614  60
## - twoPperD     1 0.0000000079571  60
## - threePRate   1 0.0000000080220  60
## - threePperD   1 0.0000000093452  60
## <none>           0.0000000045908  62
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=60
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + ov_fut_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePperD + Blkper + Astper + 
##     threePRate + threePRateD + AvgHgt + EffHgt + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - Op.Ftper     1 0.0000000049276  58
## - Talent       1 0.0000000049436  58
## - adj_t        1 0.0000000050658  58
## - EffHgt       1 0.0000000050849  58
## - Astper       1 0.0000000050901  58
## - RawT         1 0.0000000052364  58
## - barthag_rk   1 0.0000000056033  58
## - eFGD.        1 0.0000000060715  58
## - barthag      1 0.0000000061822  58
## - PPPDef       1 0.0000000063806  58
## - OpORebper    1 0.0000000063986  58
## - AvgHgt       1 0.0000000064414  58
## - wab          1 0.0000000065038  58
## - FTRate       1 0.0000000065425  58
## - adj_o        1 0.0000000065669  58
## - Ftper        1 0.0000000067634  58
## - TOVperD      1 0.0000000067875  58
## - EliteSOS     1 0.0000000069217  58
## - Orebper      1 0.0000000075087  58
## - FTRateD      1 0.0000000075294  58
## - eFG          1 0.0000000076885  58
## - PPPOff       1 0.0000000077686  58
## - ov_fut_sos   1 0.0000000078597  58
## - twoPperD     1 0.0000000080031  58
## - threePRateD  1 0.0000000080440  58
## - TOVper       1 0.0000000082909  58
## - Blkper       1 0.0000000083770  58
## - threePRate   1 0.0000000095434  58
## - threePperD   1 0.0000000096473  58
## <none>           0.0000000046639  60
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=58
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + ov_fut_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePperD + Blkper + Astper + 
##     threePRate + threePRateD + AvgHgt + EffHgt + Talent + Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - Astper       1 0.0000000051115  56
## - adj_t        1 0.0000000053300  56
## - RawT         1 0.0000000054405  56
## - Talent       1 0.0000000055146  56
## - EffHgt       1 0.0000000055771  56
## - barthag_rk   1 0.0000000056875  56
## - barthag      1 0.0000000062071  56
## - eFGD.        1 0.0000000063285  56
## - FTRate       1 0.0000000066718  56
## - adj_o        1 0.0000000067122  56
## - AvgHgt       1 0.0000000067785  56
## - Ftper        1 0.0000000068007  56
## - PPPDef       1 0.0000000071319  56
## - OpORebper    1 0.0000000073169  56
## - EliteSOS     1 0.0000000075651  56
## - TOVperD      1 0.0000000076026  56
## - Orebper      1 0.0000000076927  56
## - eFG          1 0.0000000078054  56
## - PPPOff       1 0.0000000078107  56
## - twoPperD     1 0.0000000081027  56
## - threePRateD  1 0.0000000081571  56
## - wab          1 0.0000000082179  56
## - TOVper       1 0.0000000083448  56
## - Blkper       1 0.0000000083777  56
## - ov_fut_sos   1 0.0000000086327  56
## - FTRateD      1 0.0000000086823  56
## - threePRate   1 0.0000000095321  56
## - threePperD   1 0.0000000097904  56
## <none>           0.0000000049276  58
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=56
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + ov_fut_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePperD + Blkper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - adj_t        1 0.0000000054138  54
## - RawT         1 0.0000000055018  54
## - EffHgt       1 0.0000000056799  54
## - Talent       1 0.0000000058532  54
## - barthag_rk   1 0.0000000062919  54
## - eFGD.        1 0.0000000065300  54
## - adj_o        1 0.0000000067452  54
## - FTRate       1 0.0000000067950  54
## - barthag      1 0.0000000069792  54
## - Ftper        1 0.0000000070385  54
## - PPPDef       1 0.0000000072251  54
## - OpORebper    1 0.0000000073324  54
## - TOVperD      1 0.0000000075799  54
## - Orebper      1 0.0000000077225  54
## - AvgHgt       1 0.0000000077615  54
## - PPPOff       1 0.0000000078402  54
## - eFG          1 0.0000000078734  54
## - EliteSOS     1 0.0000000078909  54
## - twoPperD     1 0.0000000081473  54
## - threePRateD  1 0.0000000081600  54
## - TOVper       1 0.0000000084438  54
## - FTRateD      1 0.0000000086543  54
## - Blkper       1 0.0000000089831  54
## - wab          1 0.0000000092893  54
## - ov_fut_sos   1 0.0000000093675  54
## - threePperD   1 0.0000000100070  54
## - threePRate   1 0.0000000104214  54
## <none>           0.0000000051115  56
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=54
## conf_winner ~ barthag + barthag_rk + adj_o + wab + ov_fut_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePperD + Blkper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - EffHgt       1 0.0000000058304  52
## - RawT         1 0.0000000060750  52
## - Talent       1 0.0000000060823  52
## - barthag_rk   1 0.0000000063553  52
## - eFGD.        1 0.0000000066657  52
## - adj_o        1 0.0000000068133  52
## - FTRate       1 0.0000000068634  52
## - barthag      1 0.0000000070477  52
## - Ftper        1 0.0000000072445  52
## - PPPDef       1 0.0000000074392  52
## - OpORebper    1 0.0000000074616  52
## - EliteSOS     1 0.0000000078884  52
## - Orebper      1 0.0000000079204  52
## - eFG          1 0.0000000080613  52
## - TOVperD      1 0.0000000081329  52
## - twoPperD     1 0.0000000082031  52
## - threePRateD  1 0.0000000082099  52
## - PPPOff       1 0.0000000082562  52
## - AvgHgt       1 0.0000000082913  52
## - TOVper       1 0.0000000086463  52
## - Blkper       1 0.0000000092913  52
## - wab          1 0.0000000093219  52
## - ov_fut_sos   1 0.0000000096042  52
## - FTRateD      1 0.0000000097511  52
## - threePperD   1 0.0000000101329  52
## - threePRate   1 0.0000000105532  52
## <none>           0.0000000054138  54
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=52
## conf_winner ~ barthag + barthag_rk + adj_o + wab + ov_fut_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePperD + Blkper + threePRate + 
##     threePRateD + AvgHgt + Talent + Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - barthag_rk   1 0.0000000063798  50
## - RawT         1 0.0000000064861  50
## - Talent       1 0.0000000066217  50
## - eFGD.        1 0.0000000068321  50
## - adj_o        1 0.0000000068749  50
## - FTRate       1 0.0000000070819  50
## - barthag      1 0.0000000071195  50
## - Ftper        1 0.0000000072266  50
## - OpORebper    1 0.0000000075546  50
## - PPPDef       1 0.0000000077388  50
## - Orebper      1 0.0000000079248  50
## - eFG          1 0.0000000080922  50
## - twoPperD     1 0.0000000082247  50
## - PPPOff       1 0.0000000082895  50
## - threePRateD  1 0.0000000083049  50
## - TOVperD      1 0.0000000083198  50
## - TOVper       1 0.0000000086577  50
## - EliteSOS     1 0.0000000086881  50
## - Blkper       1 0.0000000094243  50
## - AvgHgt       1 0.0000000094906  50
## - wab          1 0.0000000096521  50
## - FTRateD      1 0.0000000104283  50
## - threePperD   1 0.0000000105538  50
## - ov_fut_sos   1 0.0000000116081  50
## - threePRate   1 0.0000000118922  50
## <none>           0.0000000058304  52
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=50
## conf_winner ~ barthag + adj_o + wab + ov_fut_sos + eFG + eFGD. + 
##     FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPperD + threePperD + Blkper + threePRate + threePRateD + 
##     AvgHgt + Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - Talent       1 0.0000000067931  48
## - RawT         1 0.0000000068621  48
## - adj_o        1 0.0000000075819  48
## - OpORebper    1 0.0000000076848  48
## - eFGD.        1 0.0000000077265  48
## - PPPDef       1 0.0000000078175  48
## - Ftper        1 0.0000000080138  48
## - TOVperD      1 0.0000000083047  48
## - barthag      1 0.0000000083504  48
## - Orebper      1 0.0000000084691  48
## - PPPOff       1 0.0000000084827  48
## - FTRate       1 0.0000000085027  48
## - eFG          1 0.0000000086293  48
## - threePRateD  1 0.0000000086944  48
## - Blkper       1 0.0000000093904  48
## - AvgHgt       1 0.0000000096514  48
## - TOVper       1 0.0000000098228  48
## - FTRateD      1 0.0000000104145  48
## - twoPperD     1 0.0000000104714  48
## - wab          1 0.0000000114882  48
## - threePRate   1 0.0000000124897  48
## - EliteSOS     1 0.0000000133508  48
## - threePperD   1 0.0000000133532  48
## - ov_fut_sos   1 0.0000000144443  48
## <none>           0.0000000063798  50
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=48
## conf_winner ~ barthag + adj_o + wab + ov_fut_sos + eFG + eFGD. + 
##     FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPperD + threePperD + Blkper + threePRate + threePRateD + 
##     AvgHgt + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - RawT         1 0.0000000069487  46
## - adj_o        1 0.0000000079963  46
## - eFGD.        1 0.0000000082508  46
## - Ftper        1 0.0000000084898  46
## - barthag      1 0.0000000087680  46
## - PPPOff       1 0.0000000092602  46
## - Orebper      1 0.0000000093555  46
## - Blkper       1 0.0000000096722  46
## - AvgHgt       1 0.0000000096729  46
## - OpORebper    1 0.0000000096935  46
## - FTRate       1 0.0000000097917  46
## - eFG          1 0.0000000098167  46
## - PPPDef       1 0.0000000102047  46
## - TOVper       1 0.0000000106425  46
## - TOVperD      1 0.0000000110094  46
## - threePRateD  1 0.0000000121192  46
## - twoPperD     1 0.0000000132500  46
## - threePRate   1 0.0000000135331  46
## - FTRateD      1 0.0000000135347  46
## - ov_fut_sos   1 0.0000000145997  46
## - wab          1 0.0000000147651  46
## - EliteSOS     1 0.0000000165828  46
## - threePperD   1 0.0000000197590  46
## <none>           0.0000000067931  48
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=46
## conf_winner ~ barthag + adj_o + wab + ov_fut_sos + eFG + eFGD. + 
##     FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     twoPperD + threePperD + Blkper + threePRate + threePRateD + 
##     AvgHgt + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df        Deviance AIC
## - eFGD.        1 0.0000000082893  44
## - adj_o        1 0.0000000085546  44
## - Ftper        1 0.0000000100245  44
## - barthag      1 0.0000000106061  44
## - AvgHgt       1 0.0000000108855  44
## - Orebper      1 0.0000000110722  44
## - Blkper       1 0.0000000112265  44
## - PPPOff       1 0.0000000121375  44
## - FTRate       1 0.0000000122234  44
## - eFG          1 0.0000000122631  44
## - TOVper       1 0.0000000135178  44
## - twoPperD     1 0.0000000135436  44
## - PPPDef       1 0.0000000136229  44
## - ov_fut_sos   1 0.0000000150782  44
## - wab          1 0.0000000152624  44
## - threePRate   1 0.0000000158872  44
## - EliteSOS     1 0.0000000165744  44
## - threePRateD  1 0.0000000171334  44
## - OpORebper    1 0.0000000173508  44
## - FTRateD      1 0.0000000186845  44
## - TOVperD      1 0.0000000188210  44
## - threePperD   1 0.0000000198083  44
## <none>           0.0000000069487  46
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=44
## conf_winner ~ barthag + adj_o + wab + ov_fut_sos + eFG + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + twoPperD + 
##     threePperD + Blkper + threePRate + threePRateD + AvgHgt + 
##     Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df       Deviance AIC
## - barthag      1 0.000000010939  42
## - adj_o        1 0.000000010950  42
## - AvgHgt       1 0.000000012270  42
## - Blkper       1 0.000000013869  42
## - FTRate       1 0.000000013917  42
## - Orebper      1 0.000000015488  42
## - eFG          1 0.000000015889  42
## - PPPOff       1 0.000000016164  42
## - Ftper        1 0.000000017279  42
## - ov_fut_sos   1 0.000000018264  42
## - TOVper       1 0.000000019179  42
## - wab          1 0.000000019238  42
## - twoPperD     1 0.000000019596  42
## - OpORebper    1 0.000000025473  42
## - PPPDef       1 0.000000027413  42
## - threePRateD  1 0.000000027684  42
## - EliteSOS     1 0.000000028056  42
## - threePperD   1 0.000000032091  42
## - FTRateD      1 0.000000036787  42
## - TOVperD      1 0.000000041677  42
## - threePRate   1 0.000000044591  42
## <none>           0.000000008289  44
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=42
## conf_winner ~ adj_o + wab + ov_fut_sos + eFG + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + twoPperD + threePperD + 
##     Blkper + threePRate + threePRateD + AvgHgt + Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df       Deviance AIC
## - adj_o        1 0.000000012815  40
## - AvgHgt       1 0.000000013786  40
## - Blkper       1 0.000000016058  40
## - ov_fut_sos   1 0.000000019160  40
## - FTRate       1 0.000000020187  40
## - wab          1 0.000000021786  40
## - twoPperD     1 0.000000025672  40
## - Orebper      1 0.000000028315  40
## - PPPOff       1 0.000000029644  40
## - eFG          1 0.000000029853  40
## - Ftper        1 0.000000030881  40
## - OpORebper    1 0.000000035806  40
## - threePRateD  1 0.000000036506  40
## - TOVper       1 0.000000039308  40
## - threePperD   1 0.000000047980  40
## - FTRateD      1 0.000000048241  40
## - PPPDef       1 0.000000051129  40
## - threePRate   1 0.000000063130  40
## - TOVperD      1 0.000000068573  40
## - EliteSOS     1 0.000000146596  40
## <none>           0.000000010939  42
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=40
## conf_winner ~ wab + ov_fut_sos + eFG + FTRate + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + twoPperD + threePperD + Blkper + 
##     threePRate + threePRateD + AvgHgt + Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df       Deviance AIC
## - AvgHgt       1 0.000000015482  38
## - Blkper       1 0.000000018141  38
## - FTRate       1 0.000000023805  38
## - wab          1 0.000000028080  38
## - twoPperD     1 0.000000029392  38
## - eFG          1 0.000000029842  38
## - Orebper      1 0.000000033503  38
## - ov_fut_sos   1 0.000000034137  38
## - threePRateD  1 0.000000036634  38
## - OpORebper    1 0.000000036647  38
## - Ftper        1 0.000000046002  38
## - PPPOff       1 0.000000047206  38
## - FTRateD      1 0.000000050358  38
## - PPPDef       1 0.000000050933  38
## - threePperD   1 0.000000050963  38
## - TOVper       1 0.000000051938  38
## - threePRate   1 0.000000062874  38
## - TOVperD      1 0.000000069462  38
## - EliteSOS     1 0.000000210073  38
## <none>           0.000000012815  40
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=38
## conf_winner ~ wab + ov_fut_sos + eFG + FTRate + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + twoPperD + threePperD + Blkper + 
##     threePRate + threePRateD + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df       Deviance AIC
## - Blkper       1 0.000000021848  36
## - FTRate       1 0.000000024657  36
## - wab          1 0.000000028449  36
## - eFG          1 0.000000034027  36
## - Orebper      1 0.000000036783  36
## - OpORebper    1 0.000000037139  36
## - ov_fut_sos   1 0.000000048193  36
## - Ftper        1 0.000000052072  36
## - twoPperD     1 0.000000052476  36
## - PPPOff       1 0.000000054802  36
## - TOVper       1 0.000000058848  36
## - threePRateD  1 0.000000064982  36
## - PPPDef       1 0.000000066979  36
## - threePperD   1 0.000000068613  36
## - threePRate   1 0.000000089553  36
## - FTRateD      1 0.000000159940  36
## - TOVperD      1 0.000000172861  36
## - EliteSOS     1 0.000000311032  36
## <none>           0.000000015482  38
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=36
## conf_winner ~ wab + ov_fut_sos + eFG + FTRate + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + twoPperD + threePperD + threePRate + 
##     threePRateD + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df      Deviance AIC
## - FTRate       1 0.00000002849  34
## - eFG          1 0.00000003501  34
## - Orebper      1 0.00000003824  34
## - OpORebper    1 0.00000004137  34
## - wab          1 0.00000004436  34
## - Ftper        1 0.00000005484  34
## - PPPOff       1 0.00000005495  34
## - ov_fut_sos   1 0.00000005749  34
## - twoPperD     1 0.00000005847  34
## - TOVper       1 0.00000005924  34
## - threePRateD  1 0.00000006533  34
## - PPPDef       1 0.00000006958  34
## - threePperD   1 0.00000007667  34
## - threePRate   1 0.00000010990  34
## - TOVperD      1 0.00000016742  34
## - FTRateD      1 0.00000046264  34
## - EliteSOS     1 0.00000125779  34
## <none>           0.00000002185  36
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=34
## conf_winner ~ wab + ov_fut_sos + eFG + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + twoPperD + threePperD + threePRate + 
##     threePRateD + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df      Deviance AIC
## - eFG          1 0.00000003728  32
## - OpORebper    1 0.00000004207  32
## - Orebper      1 0.00000004308  32
## - wab          1 0.00000004551  32
## - Ftper        1 0.00000005524  32
## - twoPperD     1 0.00000006521  32
## - threePRateD  1 0.00000006557  32
## - PPPOff       1 0.00000006702  32
## - PPPDef       1 0.00000007640  32
## - TOVper       1 0.00000007748  32
## - threePperD   1 0.00000009244  32
## - threePRate   1 0.00000010838  32
## - ov_fut_sos   1 0.00000013104  32
## - TOVperD      1 0.00000020950  32
## - FTRateD      1 0.00000046300  32
## - EliteSOS     1 0.00000190384  32
## <none>           0.00000002849  34
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=32
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + twoPperD + threePperD + threePRate + 
##     threePRateD + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df Deviance    AIC
## - OpORebper    1    0.000 30.000
## - Orebper      1    0.000 30.000
## - Ftper        1    0.000 30.000
## - twoPperD     1    0.000 30.000
## - PPPDef       1    0.000 30.000
## - wab          1    0.000 30.000
## - threePperD   1    0.000 30.000
## - TOVper       1    0.000 30.000
## - threePRateD  1    0.000 30.000
## - ov_fut_sos   1    0.000 30.000
## - threePRate   1    0.000 30.000
## - TOVperD      1    0.000 30.000
## - FTRateD      1    0.000 30.000
## - EliteSOS     1    0.000 30.000
## <none>              0.000 32.000
## - PPPOff       1   14.034 44.034
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=30
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD + 
##     Orebper + twoPperD + threePperD + threePRate + threePRateD + 
##     Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df Deviance    AIC
## - Ftper        1    0.000 28.000
## - Orebper      1    0.000 28.000
## - twoPperD     1    0.000 28.000
## - threePRateD  1    0.000 28.000
## - PPPDef       1    0.000 28.000
## - wab          1    0.000 28.000
## - threePRate   1    0.000 28.000
## - TOVper       1    0.000 28.000
## - ov_fut_sos   1    0.000 28.000
## - threePperD   1    0.000 28.000
## <none>              0.000 30.000
## - PPPOff       1   16.602 44.602
## - FTRateD      1   19.402 47.402
## - EliteSOS     1   22.042 50.042
## - TOVperD      1   29.385 57.385
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=28
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD + 
##     Orebper + twoPperD + threePperD + threePRate + threePRateD + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df Deviance    AIC
## - Orebper      1   0.0000 26.000
## - threePRateD  1   0.0000 26.000
## - wab          1   0.0000 26.000
## - TOVper       1   0.0000 26.000
## - threePRate   1   0.0000 26.000
## - ov_fut_sos   1   0.0000 26.000
## - twoPperD     1   0.0000 26.000
## - PPPDef       1   0.0001 26.000
## <none>             0.0000 28.000
## - threePperD   1  16.1824 42.182
## - PPPOff       1  16.6117 42.612
## - FTRateD      1  19.9127 45.913
## - EliteSOS     1  22.7917 48.792
## - TOVperD      1  30.3286 56.329
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=26
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD + 
##     twoPperD + threePperD + threePRate + threePRateD + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##               Df Deviance    AIC
## - threePRateD  1    0.000 24.000
## - wab          1    0.000 24.000
## - TOVper       1    0.000 24.000
## - threePRate   1    0.000 24.000
## - twoPperD     1    0.000 24.000
## <none>              0.000 26.000
## - PPPDef       1   15.198 39.198
## - threePperD   1   16.469 40.469
## - PPPOff       1   16.763 40.763
## - ov_fut_sos   1   17.735 41.735
## - FTRateD      1   20.598 44.598
## - EliteSOS     1   29.431 53.431
## - TOVperD      1   30.596 54.595
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=24
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD + 
##     twoPperD + threePperD + threePRate + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##              Df Deviance    AIC
## <none>             0.000 24.000
## - twoPperD    1   16.148 38.148
## - wab         1   16.518 38.518
## - PPPDef      1   18.691 40.691
## - PPPOff      1   19.808 41.808
## - threePRate  1   20.260 42.260
## - FTRateD     1   20.619 42.619
## - threePperD  1   21.565 43.565
## - TOVper      1   21.974 43.974
## - ov_fut_sos  1   22.931 44.931
## - EliteSOS    1   30.914 52.914
## - TOVperD     1   31.107 53.107
summary(PAC_lm.backward)
## 
## Call:
## glm(formula = conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + 
##     TOVperD + twoPperD + threePperD + threePRate + PPPOff + PPPDef + 
##     EliteSOS, family = "binomial", data = PAC_train.df, na.action = na.exclude)
## 
## Coefficients:
##               Estimate Std. Error z value Pr(>|z|)
## (Intercept)   -9996.28 1352350.91  -0.007    0.994
## wab              37.93    5671.58   0.007    0.995
## ov_fut_sos     4826.74  689992.84   0.007    0.994
## FTRateD         -18.75    3248.29  -0.006    0.995
## TOVper           82.59    9228.95   0.009    0.993
## TOVperD         117.17   22067.95   0.005    0.996
## twoPperD        -72.38   10396.55  -0.007    0.994
## threePperD      -70.29    8466.98  -0.008    0.993
## threePRate      -11.89    1397.60  -0.009    0.993
## PPPOff         3895.48  591898.77   0.007    0.995
## PPPDef         6901.40 1059148.25   0.007    0.995
## EliteSOS        -59.65    6797.51  -0.009    0.993
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 78.19135559118  on 146  degrees of freedom
## Residual deviance:  0.00000021969  on 135  degrees of freedom
## AIC: 24
## 
## Number of Fisher Scoring iterations: 25
#accuracy 
PAC.lm.back.pred <- predict(PAC_lm.backward, PAC_valid.df, na.action = na.pass)
accuracy(PAC.lm.back.pred, PAC_valid.df$conf_winner)
##                ME     RMSE      MAE MPE MAPE
## Test set 570.9831 724.9022 593.2767 NaN  Inf

Based on the backward selection, it is important to note that the variables selected from our function are wab, ov_fut_sos, FTRateD, TOVper, TOVperD, twoPperD, threePperD, threePRate, PPPOff, PPPDef, EliteSOS. As stated before, positive coefficients increase the likelihood of being a conference winner while negative coefficients decrease the likelihood of being a conference winner. None of the coefficients for the predictors are statistically significant, as indicated by the p-values (all greater than 0.05). The AIC is 24 which is very low, providing a measure of model fit. A lower AIC indicates a better-fitting model. The intercept has a very large negative value, indicating an extreme estimate. This could be a result of multicollinearity or other issues in model estimation.

Forward Selection

PAC.lm.null <- lm(conf_winner ~ 1, data = PAC_train.df, na.action = na.exclude)
PAC.lm.forward <- step(PAC.lm.null, direction = 'forward', scope = list(lower = PAC.lm.null, upper = PAC.lm))
## Start:  AIC=-390.54
## conf_winner ~ 1
## 
##                Df Sum of Sq     RSS     AIC
## + wab           1   1.56227  8.6146 -413.04
## + adj_o         1   1.10087  9.0760 -405.37
## + PPPOff        1   0.99663  9.1802 -403.69
## + barthag       1   0.78669  9.3902 -400.36
## + barthag_rk    1   0.74815  9.4287 -399.76
## + Orebper       1   0.67677  9.5001 -398.65
## + adj_o_rk      1   0.62932  9.5475 -397.92
## + Talent        1   0.55990  9.6170 -396.85
## + nc_fut_sos    1   0.51868  9.6582 -396.23
## + nc_cur_sos    1   0.51868  9.6582 -396.23
## + adj_d         1   0.42487  9.7520 -394.81
## + PPPDef        1   0.41374  9.7631 -394.64
## + eFG           1   0.41017  9.7667 -394.58
## + twoPper       1   0.37636  9.8005 -394.08
## + adj_d_rk      1   0.34209  9.8348 -393.56
## + ov_fut_sos    1   0.29779  9.8791 -392.90
## + ov_cur_sos    1   0.29779  9.8791 -392.90
## + eFGD.         1   0.25628  9.9206 -392.29
## + TOVper        1   0.25473  9.9221 -392.26
## + TOVperD       1   0.23733  9.9395 -392.01
## + threePperD    1   0.23433  9.9425 -391.96
## + nc_elite_sos  1   0.20456  9.9723 -391.52
## + threePper     1   0.20189  9.9750 -391.48
## + threePRate    1   0.19936  9.9775 -391.44
## + FTRate        1   0.17631 10.0006 -391.11
## + twoPperD      1   0.16274 10.0141 -390.91
## + threePRateD   1   0.13872 10.0382 -390.55
## <none>                      10.1769 -390.54
## + Blkedper      1   0.12204 10.0548 -390.31
## + Blkper        1   0.08441 10.0925 -389.76
## + Ftper         1   0.08102 10.0958 -389.71
## + AvgHgt        1   0.07925 10.0976 -389.69
## + EffHgt        1   0.06184 10.1150 -389.43
## + ov_elite_sos  1   0.04700 10.1299 -389.22
## + EliteSOS      1   0.03915 10.1377 -389.10
## + FTRateD       1   0.02962 10.1473 -388.96
## + adj_t         1   0.02001 10.1569 -388.83
## + OpAstper      1   0.01332 10.1635 -388.73
## + Astper        1   0.00991 10.1670 -388.68
## + OpORebper     1   0.00779 10.1691 -388.65
## + RawT          1   0.00733 10.1695 -388.64
## + Adj.T         1   0.00497 10.1719 -388.61
## + Op.Ftper      1   0.00322 10.1737 -388.58
## + Exp           1   0.00043 10.1764 -388.54
## + adj_t_rk      1   0.00027 10.1766 -388.54
## 
## Step:  AIC=-413.04
## conf_winner ~ wab
## 
##                Df Sum of Sq    RSS     AIC
## + barthag_rk    1   0.40750 8.2071 -418.16
## + barthag       1   0.38830 8.2263 -417.82
## + TOVperD       1   0.18702 8.4276 -414.26
## + OpORebper     1   0.16809 8.4465 -413.93
## + nc_fut_sos    1   0.15648 8.4581 -413.73
## + nc_cur_sos    1   0.15648 8.4581 -413.73
## + Astper        1   0.15604 8.4586 -413.72
## + twoPperD      1   0.13662 8.4780 -413.39
## + AvgHgt        1   0.13570 8.4789 -413.37
## + EffHgt        1   0.12659 8.4880 -413.21
## <none>                      8.6146 -413.04
## + adj_d_rk      1   0.09521 8.5194 -412.67
## + eFGD.         1   0.09108 8.5235 -412.60
## + Orebper       1   0.07277 8.5418 -412.28
## + EliteSOS      1   0.06156 8.5530 -412.09
## + adj_o_rk      1   0.05920 8.5554 -412.05
## + ov_elite_sos  1   0.05171 8.5629 -411.92
## + OpAstper      1   0.05146 8.5631 -411.92
## + Talent        1   0.04282 8.5718 -411.77
## + threePRate    1   0.03623 8.5784 -411.65
## + threePper     1   0.03113 8.5835 -411.57
## + adj_t_rk      1   0.02819 8.5864 -411.52
## + PPPDef        1   0.02257 8.5920 -411.42
## + adj_d         1   0.02139 8.5932 -411.40
## + FTRateD       1   0.02107 8.5935 -411.40
## + nc_elite_sos  1   0.01916 8.5954 -411.36
## + adj_o         1   0.01839 8.5962 -411.35
## + ov_fut_sos    1   0.01815 8.5964 -411.35
## + ov_cur_sos    1   0.01815 8.5964 -411.35
## + threePRateD   1   0.01664 8.5980 -411.32
## + Op.Ftper      1   0.01625 8.5983 -411.31
## + Exp           1   0.01137 8.6032 -411.23
## + Adj.T         1   0.00931 8.6053 -411.19
## + Blkedper      1   0.00767 8.6069 -411.17
## + PPPOff        1   0.00765 8.6070 -411.17
## + eFG           1   0.00446 8.6101 -411.11
## + FTRate        1   0.00420 8.6104 -411.11
## + Ftper         1   0.00162 8.6130 -411.06
## + threePperD    1   0.00117 8.6134 -411.06
## + TOVper        1   0.00061 8.6140 -411.05
## + adj_t         1   0.00059 8.6140 -411.05
## + RawT          1   0.00022 8.6144 -411.04
## + Blkper        1   0.00015 8.6145 -411.04
## + twoPper       1   0.00000 8.6146 -411.04
## 
## Step:  AIC=-418.16
## conf_winner ~ wab + barthag_rk
## 
##                Df Sum of Sq    RSS     AIC
## + TOVperD       1   0.32189 7.8852 -422.04
## + nc_fut_sos    1   0.17838 8.0287 -419.39
## + nc_cur_sos    1   0.17838 8.0287 -419.39
## + EffHgt        1   0.17027 8.0368 -419.24
## + AvgHgt        1   0.16396 8.0431 -419.13
## + Orebper       1   0.16090 8.0462 -419.07
## + OpORebper     1   0.13898 8.0681 -418.67
## + Astper        1   0.12197 8.0851 -418.36
## <none>                      8.2071 -418.16
## + adj_o         1   0.09486 8.1122 -417.87
## + Talent        1   0.07667 8.1304 -417.54
## + twoPperD      1   0.07557 8.1315 -417.52
## + EliteSOS      1   0.05764 8.1495 -417.19
## + PPPOff        1   0.05314 8.1540 -417.11
## + ov_elite_sos  1   0.04528 8.1618 -416.97
## + FTRateD       1   0.03736 8.1697 -416.83
## + OpAstper      1   0.03693 8.1702 -416.82
## + nc_elite_sos  1   0.03359 8.1735 -416.76
## + threePperD    1   0.02998 8.1771 -416.70
## + threePRate    1   0.02843 8.1787 -416.67
## + eFGD.         1   0.02644 8.1806 -416.63
## + ov_fut_sos    1   0.02423 8.1829 -416.59
## + ov_cur_sos    1   0.02423 8.1829 -416.59
## + adj_t_rk      1   0.02004 8.1871 -416.52
## + threePRateD   1   0.01792 8.1892 -416.48
## + Op.Ftper      1   0.01418 8.1929 -416.41
## + threePper     1   0.00893 8.1982 -416.32
## + Adj.T         1   0.00893 8.1982 -416.32
## + adj_d_rk      1   0.00804 8.1991 -416.30
## + TOVper        1   0.00693 8.2002 -416.28
## + Blkedper      1   0.00657 8.2005 -416.28
## + adj_o_rk      1   0.00646 8.2006 -416.27
## + PPPDef        1   0.00504 8.2021 -416.25
## + adj_d         1   0.00341 8.2037 -416.22
## + adj_t         1   0.00054 8.2065 -416.17
## + RawT          1   0.00038 8.2067 -416.17
## + Ftper         1   0.00027 8.2068 -416.16
## + twoPper       1   0.00024 8.2069 -416.16
## + eFG           1   0.00017 8.2069 -416.16
## + barthag       1   0.00015 8.2069 -416.16
## + FTRate        1   0.00006 8.2070 -416.16
## + Exp           1   0.00003 8.2071 -416.16
## + Blkper        1   0.00001 8.2071 -416.16
## 
## Step:  AIC=-422.04
## conf_winner ~ wab + barthag_rk + TOVperD
## 
##                Df Sum of Sq    RSS     AIC
## + adj_o         1  0.308786 7.5764 -425.91
## + PPPOff        1  0.205367 7.6798 -423.92
## + nc_fut_sos    1  0.200319 7.6849 -423.82
## + nc_cur_sos    1  0.200319 7.6849 -423.82
## + Orebper       1  0.122772 7.7624 -422.35
## <none>                      7.8852 -422.04
## + adj_d_rk      1  0.095343 7.7899 -421.83
## + adj_o_rk      1  0.076713 7.8085 -421.48
## + Astper        1  0.065906 7.8193 -421.27
## + EliteSOS      1  0.054445 7.8308 -421.06
## + twoPperD      1  0.050538 7.8347 -420.99
## + nc_elite_sos  1  0.049861 7.8353 -420.97
## + Talent        1  0.046167 7.8390 -420.90
## + ov_elite_sos  1  0.044940 7.8403 -420.88
## + adj_d         1  0.044100 7.8411 -420.86
## + EffHgt        1  0.038285 7.8469 -420.76
## + AvgHgt        1  0.035987 7.8492 -420.71
## + threePRateD   1  0.034776 7.8504 -420.69
## + PPPDef        1  0.034278 7.8509 -420.68
## + TOVper        1  0.028590 7.8566 -420.57
## + eFG           1  0.027938 7.8573 -420.56
## + adj_t_rk      1  0.020872 7.8643 -420.43
## + Blkedper      1  0.020694 7.8645 -420.43
## + ov_fut_sos    1  0.019194 7.8660 -420.40
## + ov_cur_sos    1  0.019194 7.8660 -420.40
## + eFGD.         1  0.018722 7.8665 -420.39
## + OpORebper     1  0.017971 7.8672 -420.38
## + threePperD    1  0.017830 7.8674 -420.37
## + twoPper       1  0.015030 7.8702 -420.32
## + Op.Ftper      1  0.012373 7.8728 -420.27
## + threePRate    1  0.010846 7.8744 -420.24
## + Ftper         1  0.010085 7.8751 -420.23
## + threePper     1  0.009972 7.8752 -420.23
## + Exp           1  0.003819 7.8814 -420.11
## + FTRate        1  0.002767 7.8824 -420.09
## + Adj.T         1  0.002403 7.8828 -420.09
## + RawT          1  0.001913 7.8833 -420.08
## + FTRateD       1  0.001228 7.8840 -420.06
## + barthag       1  0.001061 7.8841 -420.06
## + Blkper        1  0.000752 7.8845 -420.05
## + adj_t         1  0.000513 7.8847 -420.05
## + OpAstper      1  0.000295 7.8849 -420.05
## 
## Step:  AIC=-425.91
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o
## 
##                Df Sum of Sq    RSS     AIC
## + adj_d         1  0.210477 7.3659 -428.05
## + nc_fut_sos    1  0.190599 7.3858 -427.66
## + nc_cur_sos    1  0.190599 7.3858 -427.66
## + Astper        1  0.155852 7.4206 -426.97
## + eFGD.         1  0.137187 7.4392 -426.60
## + adj_o_rk      1  0.130974 7.4454 -426.48
## + PPPDef        1  0.121355 7.4551 -426.29
## + threePperD    1  0.116609 7.4598 -426.19
## + Orebper       1  0.113053 7.4634 -426.12
## + threePRateD   1  0.105200 7.4712 -425.97
## <none>                      7.5764 -425.91
## + threePRate    1  0.090708 7.4857 -425.68
## + adj_t_rk      1  0.065109 7.5113 -425.18
## + eFG           1  0.057479 7.5189 -425.03
## + threePper     1  0.048897 7.5275 -424.86
## + adj_d_rk      1  0.044423 7.5320 -424.78
## + EliteSOS      1  0.043630 7.5328 -424.76
## + nc_elite_sos  1  0.042862 7.5336 -424.75
## + Adj.T         1  0.041058 7.5354 -424.71
## + ov_elite_sos  1  0.034141 7.5423 -424.58
## + twoPperD      1  0.031813 7.5446 -424.53
## + Talent        1  0.029240 7.5472 -424.48
## + ov_fut_sos    1  0.028443 7.5480 -424.47
## + ov_cur_sos    1  0.028443 7.5480 -424.47
## + twoPper       1  0.024931 7.5515 -424.40
## + adj_t         1  0.020475 7.5559 -424.31
## + Blkedper      1  0.017630 7.5588 -424.26
## + EffHgt        1  0.014821 7.5616 -424.20
## + PPPOff        1  0.012581 7.5638 -424.16
## + RawT          1  0.012454 7.5640 -424.15
## + AvgHgt        1  0.011331 7.5651 -424.13
## + OpAstper      1  0.009615 7.5668 -424.10
## + Blkper        1  0.006356 7.5701 -424.04
## + Op.Ftper      1  0.006164 7.5703 -424.03
## + FTRate        1  0.005443 7.5710 -424.02
## + Ftper         1  0.003635 7.5728 -423.98
## + TOVper        1  0.002748 7.5737 -423.97
## + Exp           1  0.002653 7.5738 -423.96
## + barthag       1  0.000887 7.5755 -423.93
## + OpORebper     1  0.000671 7.5757 -423.93
## + FTRateD       1  0.000601 7.5758 -423.92
## 
## Step:  AIC=-428.05
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o + adj_d
## 
##                Df Sum of Sq    RSS     AIC
## + Astper        1  0.167961 7.1980 -429.44
## + nc_fut_sos    1  0.159590 7.2064 -429.27
## + nc_cur_sos    1  0.159590 7.2064 -429.27
## + barthag       1  0.145051 7.2209 -428.98
## + EliteSOS      1  0.105715 7.2602 -428.18
## <none>                      7.3659 -428.05
## + ov_elite_sos  1  0.092941 7.2730 -427.92
## + Orebper       1  0.079392 7.2865 -427.65
## + threePperD    1  0.074608 7.2913 -427.55
## + threePRateD   1  0.052832 7.3131 -427.11
## + threePper     1  0.052627 7.3133 -427.11
## + adj_o_rk      1  0.052230 7.3137 -427.10
## + Blkedper      1  0.046551 7.3194 -426.99
## + EffHgt        1  0.046171 7.3198 -426.98
## + Talent        1  0.045429 7.3205 -426.96
## + threePRate    1  0.039171 7.3268 -426.84
## + eFG           1  0.037866 7.3281 -426.81
## + nc_elite_sos  1  0.027597 7.3383 -426.61
## + eFGD.         1  0.024428 7.3415 -426.54
## + adj_t_rk      1  0.018993 7.3469 -426.43
## + AvgHgt        1  0.015261 7.3507 -426.36
## + twoPper       1  0.010649 7.3553 -426.27
## + OpORebper     1  0.009512 7.3564 -426.24
## + PPPDef        1  0.008854 7.3571 -426.23
## + Blkper        1  0.007569 7.3584 -426.21
## + PPPOff        1  0.005908 7.3600 -426.17
## + FTRate        1  0.005874 7.3601 -426.17
## + adj_d_rk      1  0.005807 7.3601 -426.17
## + Adj.T         1  0.005681 7.3603 -426.17
## + Exp           1  0.004173 7.3618 -426.14
## + ov_fut_sos    1  0.002611 7.3633 -426.11
## + ov_cur_sos    1  0.002611 7.3633 -426.11
## + Op.Ftper      1  0.002584 7.3634 -426.11
## + TOVper        1  0.001481 7.3645 -426.08
## + RawT          1  0.001222 7.3647 -426.08
## + Ftper         1  0.000757 7.3652 -426.07
## + twoPperD      1  0.000448 7.3655 -426.06
## + adj_t         1  0.000176 7.3658 -426.06
## + FTRateD       1  0.000007 7.3659 -426.05
## + OpAstper      1  0.000001 7.3659 -426.05
## 
## Step:  AIC=-429.44
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o + adj_d + Astper
## 
##                Df Sum of Sq    RSS     AIC
## + barthag       1  0.152035 7.0459 -430.58
## + EliteSOS      1  0.109796 7.0882 -429.70
## <none>                      7.1980 -429.44
## + ov_elite_sos  1  0.094468 7.1035 -429.39
## + nc_fut_sos    1  0.091877 7.1061 -429.33
## + nc_cur_sos    1  0.091877 7.1061 -429.33
## + Adj.T         1  0.061087 7.1369 -428.70
## + adj_t_rk      1  0.060606 7.1374 -428.69
## + threePperD    1  0.056693 7.1413 -428.61
## + EffHgt        1  0.052157 7.1458 -428.51
## + threePRateD   1  0.049512 7.1485 -428.46
## + Orebper       1  0.047122 7.1509 -428.41
## + eFGD.         1  0.046928 7.1511 -428.41
## + Blkedper      1  0.043627 7.1544 -428.34
## + adj_t         1  0.029105 7.1689 -428.04
## + AvgHgt        1  0.028539 7.1694 -428.03
## + adj_d_rk      1  0.024417 7.1736 -427.94
## + RawT          1  0.019699 7.1783 -427.85
## + Talent        1  0.018546 7.1794 -427.82
## + threePper     1  0.018432 7.1795 -427.82
## + adj_o_rk      1  0.017811 7.1802 -427.81
## + threePRate    1  0.017497 7.1805 -427.80
## + OpORebper     1  0.015252 7.1827 -427.76
## + TOVper        1  0.014758 7.1832 -427.75
## + PPPDef        1  0.013470 7.1845 -427.72
## + nc_elite_sos  1  0.008364 7.1896 -427.62
## + FTRate        1  0.006421 7.1916 -427.58
## + twoPperD      1  0.006201 7.1918 -427.57
## + Blkper        1  0.003226 7.1948 -427.51
## + OpAstper      1  0.002485 7.1955 -427.50
## + eFG           1  0.002186 7.1958 -427.49
## + FTRateD       1  0.001359 7.1966 -427.47
## + Exp           1  0.000889 7.1971 -427.46
## + Op.Ftper      1  0.000406 7.1976 -427.45
## + PPPOff        1  0.000380 7.1976 -427.45
## + Ftper         1  0.000260 7.1977 -427.45
## + twoPper       1  0.000098 7.1979 -427.45
## + ov_fut_sos    1  0.000032 7.1979 -427.45
## + ov_cur_sos    1  0.000032 7.1979 -427.45
## 
## Step:  AIC=-430.58
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o + adj_d + Astper + 
##     barthag
## 
##                Df Sum of Sq    RSS     AIC
## + EliteSOS      1  0.096294 6.9497 -430.61
## <none>                      7.0459 -430.58
## + ov_elite_sos  1  0.080470 6.9655 -430.27
## + Orebper       1  0.080293 6.9657 -430.27
## + nc_fut_sos    1  0.071058 6.9749 -430.07
## + nc_cur_sos    1  0.071058 6.9749 -430.07
## + EffHgt        1  0.068514 6.9774 -430.02
## + adj_t_rk      1  0.059264 6.9867 -429.82
## + threePRateD   1  0.051186 6.9948 -429.65
## + Adj.T         1  0.049010 6.9969 -429.61
## + threePperD    1  0.043325 7.0026 -429.49
## + eFGD.         1  0.036035 7.0099 -429.34
## + Blkedper      1  0.034588 7.0114 -429.31
## + AvgHgt        1  0.034133 7.0118 -429.30
## + TOVper        1  0.033473 7.0125 -429.28
## + threePRate    1  0.031358 7.0146 -429.24
## + threePper     1  0.029629 7.0163 -429.20
## + OpORebper     1  0.026210 7.0197 -429.13
## + adj_t         1  0.018646 7.0273 -428.97
## + adj_d_rk      1  0.018305 7.0276 -428.97
## + RawT          1  0.017332 7.0286 -428.95
## + Talent        1  0.017206 7.0287 -428.94
## + adj_o_rk      1  0.010328 7.0356 -428.80
## + eFG           1  0.006785 7.0392 -428.72
## + twoPperD      1  0.006662 7.0393 -428.72
## + PPPDef        1  0.006170 7.0398 -428.71
## + nc_elite_sos  1  0.003806 7.0421 -428.66
## + FTRateD       1  0.003570 7.0424 -428.66
## + FTRate        1  0.003419 7.0425 -428.65
## + Blkper        1  0.003414 7.0425 -428.65
## + OpAstper      1  0.001446 7.0445 -428.61
## + PPPOff        1  0.001272 7.0447 -428.61
## + Op.Ftper      1  0.000778 7.0452 -428.60
## + Ftper         1  0.000501 7.0454 -428.59
## + Exp           1  0.000235 7.0457 -428.59
## + twoPper       1  0.000017 7.0459 -428.58
## + ov_fut_sos    1  0.000000 7.0459 -428.58
## + ov_cur_sos    1  0.000000 7.0459 -428.58
## 
## Step:  AIC=-430.61
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o + adj_d + Astper + 
##     barthag + EliteSOS
## 
##                Df Sum of Sq    RSS     AIC
## + ov_fut_sos    1  0.292721 6.6569 -434.93
## + ov_cur_sos    1  0.292721 6.6569 -434.93
## + nc_fut_sos    1  0.160081 6.7896 -432.03
## + nc_cur_sos    1  0.160081 6.7896 -432.03
## + PPPOff        1  0.096907 6.8527 -430.67
## + EffHgt        1  0.095168 6.8545 -430.63
## <none>                      6.9497 -430.61
## + OpORebper     1  0.086296 6.8634 -430.44
## + Orebper       1  0.069757 6.8799 -430.09
## + adj_t_rk      1  0.069496 6.8802 -430.08
## + threePRateD   1  0.064142 6.8855 -429.97
## + Adj.T         1  0.063682 6.8860 -429.96
## + TOVper        1  0.056919 6.8927 -429.81
## + nc_elite_sos  1  0.053701 6.8959 -429.75
## + AvgHgt        1  0.046085 6.9036 -429.58
## + RawT          1  0.043074 6.9066 -429.52
## + threePRate    1  0.039936 6.9097 -429.45
## + adj_d_rk      1  0.039056 6.9106 -429.43
## + PPPDef        1  0.038189 6.9115 -429.42
## + adj_t         1  0.034065 6.9156 -429.33
## + threePper     1  0.032965 6.9167 -429.30
## + Blkedper      1  0.030014 6.9196 -429.24
## + ov_elite_sos  1  0.027664 6.9220 -429.19
## + eFG           1  0.022003 6.9276 -429.07
## + Talent        1  0.021603 6.9280 -429.06
## + threePperD    1  0.020999 6.9287 -429.05
## + OpAstper      1  0.013530 6.9361 -428.89
## + eFGD.         1  0.005704 6.9439 -428.73
## + FTRate        1  0.004781 6.9449 -428.71
## + twoPper       1  0.004280 6.9454 -428.70
## + adj_o_rk      1  0.003512 6.9461 -428.68
## + FTRateD       1  0.002610 6.9470 -428.66
## + Op.Ftper      1  0.000264 6.9494 -428.61
## + Blkper        1  0.000207 6.9494 -428.61
## + Exp           1  0.000171 6.9495 -428.61
## + twoPperD      1  0.000004 6.9496 -428.61
## + Ftper         1  0.000001 6.9496 -428.61
## 
## Step:  AIC=-434.93
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o + adj_d + Astper + 
##     barthag + EliteSOS + ov_fut_sos
## 
##                Df Sum of Sq    RSS     AIC
## + EffHgt        1  0.111554 6.5454 -435.42
## + adj_t_rk      1  0.104112 6.5528 -435.25
## + TOVper        1  0.098785 6.5581 -435.13
## + RawT          1  0.096512 6.5604 -435.08
## + Adj.T         1  0.092117 6.5648 -434.98
## <none>                      6.6569 -434.93
## + adj_t         1  0.069161 6.5878 -434.47
## + Orebper       1  0.063550 6.5934 -434.34
## + threePRateD   1  0.058115 6.5988 -434.22
## + OpORebper     1  0.052726 6.6042 -434.10
## + threePRate    1  0.043403 6.6135 -433.89
## + adj_d_rk      1  0.037486 6.6194 -433.76
## + AvgHgt        1  0.034887 6.6220 -433.70
## + Blkedper      1  0.021042 6.6359 -433.40
## + threePperD    1  0.020680 6.6362 -433.39
## + adj_o_rk      1  0.019758 6.6372 -433.37
## + PPPOff        1  0.017255 6.6397 -433.31
## + OpAstper      1  0.010146 6.6468 -433.16
## + eFGD.         1  0.009578 6.6474 -433.14
## + FTRateD       1  0.007329 6.6496 -433.09
## + threePper     1  0.006370 6.6506 -433.07
## + nc_elite_sos  1  0.005664 6.6513 -433.06
## + nc_fut_sos    1  0.004716 6.6522 -433.04
## + nc_cur_sos    1  0.004716 6.6522 -433.04
## + twoPper       1  0.003563 6.6534 -433.01
## + PPPDef        1  0.002656 6.6543 -432.99
## + Op.Ftper      1  0.002419 6.6545 -432.99
## + FTRate        1  0.001469 6.6555 -432.96
## + Talent        1  0.001038 6.6559 -432.95
## + twoPperD      1  0.000591 6.6563 -432.94
## + ov_elite_sos  1  0.000340 6.6566 -432.94
## + Exp           1  0.000223 6.6567 -432.94
## + eFG           1  0.000132 6.6568 -432.93
## + Blkper        1  0.000007 6.6569 -432.93
## + Ftper         1  0.000002 6.6569 -432.93
## 
## Step:  AIC=-435.42
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o + adj_d + Astper + 
##     barthag + EliteSOS + ov_fut_sos + EffHgt
## 
##                Df Sum of Sq    RSS     AIC
## + adj_t_rk      1  0.116497 6.4289 -436.06
## + TOVper        1  0.093845 6.4515 -435.54
## <none>                      6.5454 -435.42
## + RawT          1  0.076891 6.4685 -435.15
## + Adj.T         1  0.075723 6.4697 -435.13
## + threePRate    1  0.061303 6.4841 -434.80
## + Orebper       1  0.061254 6.4841 -434.80
## + adj_t         1  0.059951 6.4854 -434.77
## + OpORebper     1  0.042559 6.5028 -434.38
## + adj_o_rk      1  0.040635 6.5047 -434.33
## + PPPOff        1  0.025353 6.5200 -433.99
## + threePRateD   1  0.025195 6.5202 -433.98
## + FTRateD       1  0.024916 6.5205 -433.98
## + OpAstper      1  0.023550 6.5218 -433.95
## + Talent        1  0.017342 6.5280 -433.81
## + eFGD.         1  0.013981 6.5314 -433.73
## + adj_d_rk      1  0.013383 6.5320 -433.72
## + threePperD    1  0.011680 6.5337 -433.68
## + threePper     1  0.011132 6.5342 -433.67
## + Blkper        1  0.010867 6.5345 -433.66
## + twoPper       1  0.009810 6.5356 -433.64
## + nc_elite_sos  1  0.007212 6.5382 -433.58
## + twoPperD      1  0.007144 6.5382 -433.58
## + ov_elite_sos  1  0.006863 6.5385 -433.57
## + nc_fut_sos    1  0.006273 6.5391 -433.56
## + nc_cur_sos    1  0.006273 6.5391 -433.56
## + Blkedper      1  0.005211 6.5402 -433.53
## + Ftper         1  0.003545 6.5418 -433.50
## + FTRate        1  0.002270 6.5431 -433.47
## + AvgHgt        1  0.001601 6.5438 -433.45
## + eFG           1  0.000543 6.5448 -433.43
## + Exp           1  0.000223 6.5452 -433.42
## + Op.Ftper      1  0.000013 6.5454 -433.42
## + PPPDef        1  0.000005 6.5454 -433.42
## 
## Step:  AIC=-436.06
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o + adj_d + Astper + 
##     barthag + EliteSOS + ov_fut_sos + EffHgt + adj_t_rk
## 
##                Df Sum of Sq    RSS     AIC
## + threePRate    1  0.128715 6.3002 -437.03
## + TOVper        1  0.090955 6.3379 -436.15
## <none>                      6.4289 -436.06
## + Orebper       1  0.081849 6.3470 -435.94
## + OpORebper     1  0.079367 6.3495 -435.88
## + threePRateD   1  0.064058 6.3648 -435.53
## + Talent        1  0.037821 6.3911 -434.92
## + adj_o_rk      1  0.029581 6.3993 -434.73
## + PPPOff        1  0.027001 6.4019 -434.67
## + eFGD.         1  0.019864 6.4090 -434.51
## + FTRateD       1  0.016957 6.4119 -434.44
## + adj_d_rk      1  0.014836 6.4140 -434.40
## + OpAstper      1  0.014301 6.4146 -434.38
## + Op.Ftper      1  0.012246 6.4166 -434.34
## + twoPperD      1  0.011066 6.4178 -434.31
## + threePperD    1  0.010936 6.4179 -434.31
## + threePper     1  0.009461 6.4194 -434.27
## + Blkper        1  0.009105 6.4198 -434.26
## + Ftper         1  0.007943 6.4209 -434.24
## + adj_t         1  0.005516 6.4234 -434.18
## + twoPper       1  0.004171 6.4247 -434.15
## + nc_elite_sos  1  0.003816 6.4251 -434.14
## + nc_fut_sos    1  0.003469 6.4254 -434.14
## + nc_cur_sos    1  0.003469 6.4254 -434.14
## + Exp           1  0.002935 6.4259 -434.12
## + ov_elite_sos  1  0.002061 6.4268 -434.10
## + Blkedper      1  0.000896 6.4280 -434.08
## + FTRate        1  0.000505 6.4284 -434.07
## + eFG           1  0.000169 6.4287 -434.06
## + RawT          1  0.000110 6.4288 -434.06
## + PPPDef        1  0.000028 6.4288 -434.06
## + AvgHgt        1  0.000023 6.4289 -434.06
## + Adj.T         1  0.000009 6.4289 -434.06
## 
## Step:  AIC=-437.03
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o + adj_d + Astper + 
##     barthag + EliteSOS + ov_fut_sos + EffHgt + adj_t_rk + threePRate
## 
##                Df Sum of Sq    RSS     AIC
## <none>                      6.3002 -437.03
## + TOVper        1  0.083777 6.2164 -437.00
## + adj_o_rk      1  0.055573 6.2446 -436.33
## + OpORebper     1  0.055043 6.2451 -436.32
## + FTRateD       1  0.046428 6.2537 -436.12
## + threePperD    1  0.038122 6.2620 -435.92
## + PPPOff        1  0.036345 6.2638 -435.88
## + Blkedper      1  0.036120 6.2640 -435.87
## + eFGD.         1  0.027962 6.2722 -435.68
## + ov_elite_sos  1  0.027558 6.2726 -435.67
## + threePRateD   1  0.025795 6.2744 -435.63
## + Orebper       1  0.022912 6.2773 -435.56
## + adj_t         1  0.018522 6.2816 -435.46
## + FTRate        1  0.016096 6.2841 -435.41
## + Blkper        1  0.015573 6.2846 -435.39
## + OpAstper      1  0.015522 6.2846 -435.39
## + twoPper       1  0.014530 6.2856 -435.37
## + PPPDef        1  0.011851 6.2883 -435.31
## + Adj.T         1  0.010544 6.2896 -435.28
## + nc_elite_sos  1  0.009166 6.2910 -435.24
## + Talent        1  0.008984 6.2912 -435.24
## + eFG           1  0.007065 6.2931 -435.19
## + nc_fut_sos    1  0.006179 6.2940 -435.17
## + nc_cur_sos    1  0.006179 6.2940 -435.17
## + RawT          1  0.005985 6.2942 -435.17
## + threePper     1  0.005259 6.2949 -435.15
## + adj_d_rk      1  0.004895 6.2953 -435.14
## + twoPperD      1  0.004573 6.2956 -435.14
## + Op.Ftper      1  0.003318 6.2968 -435.11
## + Ftper         1  0.002283 6.2979 -435.08
## + Exp           1  0.000847 6.2993 -435.05
## + AvgHgt        1  0.000009 6.3002 -435.03
#accuracy 
PAC.lm.forward.pred <- predict(PAC.lm.forward, PAC_valid.df, na.action = na.pass)
accuracy(PAC.lm.forward.pred, PAC_valid.df$conf_winner)
##                 ME      RMSE       MAE MPE MAPE
## Test set 0.0289809 0.2807113 0.1885032 NaN  Inf

Stepwise Selection

PAC.lm.stepwise <- step(PAC.lm, direction = 'both')
## Start:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPper + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + 
##     ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_elite_sos  1 0.0000000041527  84
## - adj_d         1 0.0000000041580  84
## - twoPper       1 0.0000000041587  84
## - nc_fut_sos    1 0.0000000041689  84
## - threePper     1 0.0000000041696  84
## - adj_t_rk      1 0.0000000041778  84
## - OpAstper      1 0.0000000041869  84
## - Exp           1 0.0000000041949  84
## - Adj.T         1 0.0000000042049  84
## - adj_t         1 0.0000000042074  84
## - adj_o_rk      1 0.0000000042204  84
## - ov_elite_sos  1 0.0000000042240  84
## - Astper        1 0.0000000042639  84
## - adj_d_rk      1 0.0000000042653  84
## - eFG           1 0.0000000042711  84
## - Op.Ftper      1 0.0000000043025  84
## - Blkedper      1 0.0000000043089  84
## - RawT          1 0.0000000043278  84
## - EliteSOS      1 0.0000000043308  84
## - ov_fut_sos    1 0.0000000043354  84
## - Talent        1 0.0000000043997  84
## - barthag_rk    1 0.0000000044553  84
## - barthag       1 0.0000000044827  84
## - EffHgt        1 0.0000000045634  84
## - eFGD.         1 0.0000000045936  84
## - PPPDef        1 0.0000000046435  84
## - adj_o         1 0.0000000046750  84
## - wab           1 0.0000000047008  84
## - OpORebper     1 0.0000000047485  84
## - Blkper        1 0.0000000048654  84
## - AvgHgt        1 0.0000000048656  84
## - TOVperD       1 0.0000000049146  84
## - FTRate        1 0.0000000050473  84
## - Orebper       1 0.0000000050700  84
## - Ftper         1 0.0000000050837  84
## - FTRateD       1 0.0000000052032  84
## - PPPOff        1 0.0000000052271  84
## - threePRateD   1 0.0000000052285  84
## - TOVper        1 0.0000000052350  84
## - threePRate    1 0.0000000052982  84
## - twoPperD      1 0.0000000055963  84
## - threePperD    1 0.0000000057433  84
## <none>            0.0000000041516  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + 
##     adj_d_rk + adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + 
##     threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + 
##     threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_d         1 0.0000000041603  82
## - adj_t_rk      1 0.0000000041776  82
## - twoPper       1 0.0000000041801  82
## - OpAstper      1 0.0000000041909  82
## - Exp           1 0.0000000041915  82
## - threePper     1 0.0000000042015  82
## - Adj.T         1 0.0000000042215  82
## - ov_elite_sos  1 0.0000000042248  82
## - adj_o_rk      1 0.0000000042259  82
## - adj_t         1 0.0000000042303  82
## - nc_fut_sos    1 0.0000000042305  82
## - adj_d_rk      1 0.0000000042669  82
## - Astper        1 0.0000000042673  82
## - eFG           1 0.0000000042702  82
## - Op.Ftper      1 0.0000000043124  82
## - Blkedper      1 0.0000000043165  82
## - EliteSOS      1 0.0000000043607  82
## - RawT          1 0.0000000044436  82
## - Talent        1 0.0000000044475  82
## - barthag_rk    1 0.0000000044566  82
## - barthag       1 0.0000000044873  82
## - EffHgt        1 0.0000000045800  82
## - PPPDef        1 0.0000000046564  82
## - wab           1 0.0000000047064  82
## - eFGD.         1 0.0000000047188  82
## - OpORebper     1 0.0000000047567  82
## - adj_o         1 0.0000000048236  82
## - ov_fut_sos    1 0.0000000048795  82
## - TOVperD       1 0.0000000049162  82
## - AvgHgt        1 0.0000000049772  82
## - Blkper        1 0.0000000050348  82
## - FTRate        1 0.0000000050721  82
## - Orebper       1 0.0000000050742  82
## - Ftper         1 0.0000000050913  82
## - PPPOff        1 0.0000000052320  82
## - threePRateD   1 0.0000000052324  82
## - FTRateD       1 0.0000000052687  82
## - TOVper        1 0.0000000052734  82
## - threePRate    1 0.0000000053240  82
## - twoPperD      1 0.0000000057425  82
## - threePperD    1 0.0000000061142  82
## <none>            0.0000000041527  84
## + nc_elite_sos  1 0.0000000041516  86
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + 
##     Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - twoPper       1 0.0000000041713  80
## - adj_t_rk      1 0.0000000041922  80
## - OpAstper      1 0.0000000041927  80
## - Exp           1 0.0000000041967  80
## - threePper     1 0.0000000041972  80
## - Adj.T         1 0.0000000042300  80
## - ov_elite_sos  1 0.0000000042343  80
## - adj_t         1 0.0000000042368  80
## - adj_d_rk      1 0.0000000042730  80
## - nc_fut_sos    1 0.0000000042747  80
## - adj_o_rk      1 0.0000000042835  80
## - Astper        1 0.0000000042841  80
## - eFG           1 0.0000000042904  80
## - Op.Ftper      1 0.0000000043334  80
## - Blkedper      1 0.0000000043590  80
## - EliteSOS      1 0.0000000043761  80
## - barthag_rk    1 0.0000000045185  80
## - RawT          1 0.0000000045242  80
## - barthag       1 0.0000000045769  80
## - Talent        1 0.0000000046133  80
## - EffHgt        1 0.0000000046139  80
## - eFGD.         1 0.0000000047312  80
## - wab           1 0.0000000047653  80
## - PPPDef        1 0.0000000047950  80
## - adj_o         1 0.0000000048221  80
## - OpORebper     1 0.0000000048268  80
## - ov_fut_sos    1 0.0000000049675  80
## - TOVperD       1 0.0000000050017  80
## - Orebper       1 0.0000000051101  80
## - Ftper         1 0.0000000051113  80
## - AvgHgt        1 0.0000000051553  80
## - Blkper        1 0.0000000051662  80
## - FTRate        1 0.0000000051843  80
## - threePRateD   1 0.0000000052490  80
## - PPPOff        1 0.0000000052989  80
## - TOVper        1 0.0000000053102  80
## - FTRateD       1 0.0000000053573  80
## - threePRate    1 0.0000000057218  80
## - twoPperD      1 0.0000000057429  80
## - threePperD    1 0.0000000061223  80
## <none>            0.0000000041603  82
## + adj_d         1 0.0000000041527  84
## + nc_elite_sos  1 0.0000000041580  84
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk + 
##     adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePper + threePperD + Blkper + 
##     Blkedper + Astper + OpAstper + threePRate + threePRateD + 
##     Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_t_rk      1 0.0000000041881  78
## - OpAstper      1 0.0000000041927  78
## - Adj.T         1 0.0000000042005  78
## - ov_elite_sos  1 0.0000000042168  78
## - Exp           1 0.0000000042194  78
## - adj_t         1 0.0000000042955  78
## - threePper     1 0.0000000043041  78
## - adj_d_rk      1 0.0000000043156  78
## - adj_o_rk      1 0.0000000043277  78
## - Op.Ftper      1 0.0000000043310  78
## - nc_fut_sos    1 0.0000000043507  78
## - Astper        1 0.0000000043812  78
## - EliteSOS      1 0.0000000043952  78
## - Blkedper      1 0.0000000043978  78
## - barthag_rk    1 0.0000000045628  78
## - barthag       1 0.0000000045792  78
## - RawT          1 0.0000000046011  78
## - Talent        1 0.0000000046483  78
## - EffHgt        1 0.0000000046786  78
## - eFGD.         1 0.0000000047788  78
## - PPPDef        1 0.0000000047894  78
## - wab           1 0.0000000048055  78
## - OpORebper     1 0.0000000048252  78
## - adj_o         1 0.0000000049971  78
## - TOVperD       1 0.0000000050151  78
## - eFG           1 0.0000000050659  78
## - Orebper       1 0.0000000051232  78
## - Ftper         1 0.0000000051765  78
## - Blkper        1 0.0000000051790  78
## - FTRate        1 0.0000000052076  78
## - threePRateD   1 0.0000000052532  78
## - AvgHgt        1 0.0000000052867  78
## - TOVper        1 0.0000000053164  78
## - ov_fut_sos    1 0.0000000053257  78
## - FTRateD       1 0.0000000053648  78
## - PPPOff        1 0.0000000054576  78
## - threePRate    1 0.0000000057782  78
## - twoPperD      1 0.0000000065501  78
## - threePperD    1 0.0000000072325  78
## <none>            0.0000000041713  80
## + twoPper       1 0.0000000041603  82
## + nc_elite_sos  1 0.0000000041638  82
## + adj_d         1 0.0000000041801  82
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk + 
##     adj_t + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + 
##     EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - OpAstper      1 0.0000000042028  76
## - ov_elite_sos  1 0.0000000042249  76
## - Exp           1 0.0000000042314  76
## - Adj.T         1 0.0000000042316  76
## - threePper     1 0.0000000043131  76
## - adj_d_rk      1 0.0000000043264  76
## - adj_o_rk      1 0.0000000043396  76
## - Op.Ftper      1 0.0000000043676  76
## - nc_fut_sos    1 0.0000000043685  76
## - adj_t         1 0.0000000043689  76
## - Blkedper      1 0.0000000044039  76
## - EliteSOS      1 0.0000000044050  76
## - Astper        1 0.0000000044067  76
## - barthag       1 0.0000000046232  76
## - barthag_rk    1 0.0000000046340  76
## - Talent        1 0.0000000046702  76
## - EffHgt        1 0.0000000046772  76
## - RawT          1 0.0000000047381  76
## - eFGD.         1 0.0000000048211  76
## - PPPDef        1 0.0000000048325  76
## - OpORebper     1 0.0000000048421  76
## - wab           1 0.0000000048915  76
## - TOVperD       1 0.0000000050372  76
## - adj_o         1 0.0000000050589  76
## - eFG           1 0.0000000050865  76
## - Orebper       1 0.0000000051496  76
## - Ftper         1 0.0000000052016  76
## - Blkper        1 0.0000000052182  76
## - FTRate        1 0.0000000052432  76
## - threePRateD   1 0.0000000052661  76
## - TOVper        1 0.0000000053532  76
## - FTRateD       1 0.0000000053807  76
## - AvgHgt        1 0.0000000053864  76
## - ov_fut_sos    1 0.0000000054817  76
## - PPPOff        1 0.0000000054908  76
## - threePRate    1 0.0000000058251  76
## - twoPperD      1 0.0000000066317  76
## - threePperD    1 0.0000000073597  76
## <none>            0.0000000041881  78
## + adj_t_rk      1 0.0000000041713  80
## + nc_elite_sos  1 0.0000000041777  80
## + twoPper       1 0.0000000041922  80
## + adj_d         1 0.0000000041924  80
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk + 
##     adj_t + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos + eFG + 
##     eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPperD + threePper + threePperD + Blkper + Blkedper + 
##     Astper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + 
##     Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - ov_elite_sos  1 0.0000000042426  74
## - Exp           1 0.0000000042471  74
## - Adj.T         1 0.0000000042752  74
## - adj_d_rk      1 0.0000000043366  74
## - threePper     1 0.0000000043387  74
## - adj_o_rk      1 0.0000000043604  74
## - Op.Ftper      1 0.0000000043785  74
## - nc_fut_sos    1 0.0000000043834  74
## - Astper        1 0.0000000044265  74
## - EliteSOS      1 0.0000000044397  74
## - adj_t         1 0.0000000044469  74
## - Blkedper      1 0.0000000044792  74
## - barthag       1 0.0000000046609  74
## - barthag_rk    1 0.0000000046774  74
## - EffHgt        1 0.0000000047125  74
## - Talent        1 0.0000000047684  74
## - RawT          1 0.0000000047832  74
## - PPPDef        1 0.0000000048469  74
## - OpORebper     1 0.0000000049029  74
## - eFGD.         1 0.0000000049167  74
## - wab           1 0.0000000049744  74
## - TOVperD       1 0.0000000050633  74
## - adj_o         1 0.0000000050854  74
## - eFG           1 0.0000000051209  74
## - Orebper       1 0.0000000051867  74
## - Blkper        1 0.0000000052403  74
## - Ftper         1 0.0000000053203  74
## - FTRate        1 0.0000000053604  74
## - TOVper        1 0.0000000053838  74
## - AvgHgt        1 0.0000000054040  74
## - FTRateD       1 0.0000000054577  74
## - ov_fut_sos    1 0.0000000054774  74
## - PPPOff        1 0.0000000055082  74
## - threePRateD   1 0.0000000057107  74
## - threePRate    1 0.0000000064058  74
## - twoPperD      1 0.0000000067165  74
## - threePperD    1 0.0000000075721  74
## <none>            0.0000000042028  76
## + OpAstper      1 0.0000000041881  78
## + adj_t_rk      1 0.0000000041927  78
## + nc_elite_sos  1 0.0000000041934  78
## + adj_d         1 0.0000000042079  78
## + twoPper       1 0.0000000042092  78
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk + 
##     adj_t + wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Adj.T         1 0.0000000042977  72
## - Exp           1 0.0000000043075  72
## - adj_d_rk      1 0.0000000043393  72
## - threePper     1 0.0000000043414  72
## - adj_o_rk      1 0.0000000043890  72
## - nc_fut_sos    1 0.0000000044077  72
## - Astper        1 0.0000000044571  72
## - adj_t         1 0.0000000044643  72
## - Op.Ftper      1 0.0000000044879  72
## - Blkedper      1 0.0000000044935  72
## - barthag       1 0.0000000046743  72
## - barthag_rk    1 0.0000000046979  72
## - EffHgt        1 0.0000000047522  72
## - Talent        1 0.0000000047599  72
## - RawT          1 0.0000000048030  72
## - eFGD.         1 0.0000000049431  72
## - PPPDef        1 0.0000000050042  72
## - OpORebper     1 0.0000000050212  72
## - adj_o         1 0.0000000050917  72
## - eFG           1 0.0000000051411  72
## - TOVperD       1 0.0000000051774  72
## - Orebper       1 0.0000000051993  72
## - wab           1 0.0000000052047  72
## - EliteSOS      1 0.0000000052101  72
## - Ftper         1 0.0000000053302  72
## - Blkper        1 0.0000000053336  72
## - FTRate        1 0.0000000054049  72
## - TOVper        1 0.0000000054192  72
## - PPPOff        1 0.0000000055324  72
## - FTRateD       1 0.0000000055383  72
## - AvgHgt        1 0.0000000056296  72
## - ov_fut_sos    1 0.0000000057078  72
## - threePRateD   1 0.0000000060185  72
## - threePRate    1 0.0000000064848  72
## - twoPperD      1 0.0000000067280  72
## - threePperD    1 0.0000000075767  72
## <none>            0.0000000042426  74
## + ov_elite_sos  1 0.0000000042028  76
## + OpAstper      1 0.0000000042249  76
## + nc_elite_sos  1 0.0000000042371  76
## + adj_t_rk      1 0.0000000042413  76
## + adj_d         1 0.0000000042448  76
## + twoPper       1 0.0000000042537  76
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk + 
##     adj_t + wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + threePRateD + AvgHgt + EffHgt + Exp + Talent + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Exp           1 0.0000000043390  70
## - adj_d_rk      1 0.0000000043523  70
## - threePper     1 0.0000000043854  70
## - adj_o_rk      1 0.0000000044061  70
## - nc_fut_sos    1 0.0000000044238  70
## - Op.Ftper      1 0.0000000045076  70
## - Blkedper      1 0.0000000045196  70
## - Astper        1 0.0000000046316  70
## - adj_t         1 0.0000000046459  70
## - EffHgt        1 0.0000000048084  70
## - Talent        1 0.0000000048145  70
## - RawT          1 0.0000000048170  70
## - barthag_rk    1 0.0000000048739  70
## - barthag       1 0.0000000049208  70
## - PPPDef        1 0.0000000050355  70
## - eFGD.         1 0.0000000050638  70
## - OpORebper     1 0.0000000050795  70
## - eFG           1 0.0000000051943  70
## - adj_o         1 0.0000000052101  70
## - wab           1 0.0000000052445  70
## - TOVperD       1 0.0000000052707  70
## - Orebper       1 0.0000000053593  70
## - Ftper         1 0.0000000053961  70
## - Blkper        1 0.0000000054016  70
## - EliteSOS      1 0.0000000054130  70
## - TOVper        1 0.0000000054757  70
## - FTRateD       1 0.0000000055692  70
## - PPPOff        1 0.0000000056171  70
## - FTRate        1 0.0000000056733  70
## - ov_fut_sos    1 0.0000000057147  70
## - AvgHgt        1 0.0000000057508  70
## - threePRateD   1 0.0000000061547  70
## - threePRate    1 0.0000000064864  70
## - twoPperD      1 0.0000000067068  70
## - threePperD    1 0.0000000075816  70
## <none>            0.0000000042977  72
## + Adj.T         1 0.0000000042426  74
## + OpAstper      1 0.0000000042643  74
## + nc_elite_sos  1 0.0000000042732  74
## + ov_elite_sos  1 0.0000000042752  74
## + adj_t_rk      1 0.0000000042822  74
## + adj_d         1 0.0000000043070  74
## + twoPper       1 0.0000000043079  74
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=70
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk + 
##     adj_t + wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + 
##     twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + 
##     threePRate + threePRateD + AvgHgt + EffHgt + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_d_rk      1 0.0000000043892  68
## - threePper     1 0.0000000044155  68
## - adj_o_rk      1 0.0000000044352  68
## - nc_fut_sos    1 0.0000000044482  68
## - Op.Ftper      1 0.0000000045133  68
## - Blkedper      1 0.0000000045299  68
## - Astper        1 0.0000000046359  68
## - adj_t         1 0.0000000046511  68
## - EffHgt        1 0.0000000048116  68
## - RawT          1 0.0000000048182  68
## - Talent        1 0.0000000048195  68
## - barthag_rk    1 0.0000000049073  68
## - barthag       1 0.0000000049351  68
## - eFGD.         1 0.0000000050660  68
## - PPPDef        1 0.0000000051518  68
## - OpORebper     1 0.0000000051915  68
## - adj_o         1 0.0000000052137  68
## - eFG           1 0.0000000052978  68
## - wab           1 0.0000000053028  68
## - TOVperD       1 0.0000000054043  68
## - Blkper        1 0.0000000054094  68
## - EliteSOS      1 0.0000000054211  68
## - Ftper         1 0.0000000054352  68
## - Orebper       1 0.0000000054725  68
## - FTRateD       1 0.0000000055961  68
## - TOVper        1 0.0000000056287  68
## - PPPOff        1 0.0000000056313  68
## - FTRate        1 0.0000000057173  68
## - ov_fut_sos    1 0.0000000057194  68
## - AvgHgt        1 0.0000000057878  68
## - threePRateD   1 0.0000000061533  68
## - twoPperD      1 0.0000000067262  68
## - threePRate    1 0.0000000068473  68
## - threePperD    1 0.0000000076760  68
## <none>            0.0000000043390  70
## + Exp           1 0.0000000042977  72
## + Adj.T         1 0.0000000043075  72
## + ov_elite_sos  1 0.0000000043222  72
## + OpAstper      1 0.0000000043228  72
## + adj_t_rk      1 0.0000000043336  72
## + adj_d         1 0.0000000043348  72
## + nc_elite_sos  1 0.0000000043364  72
## + twoPper       1 0.0000000043385  72
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=68
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_t + 
##     wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPperD + 
##     threePper + threePperD + Blkper + Blkedper + Astper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - threePper     1 0.0000000044331  66
## - adj_o_rk      1 0.0000000044376  66
## - nc_fut_sos    1 0.0000000044858  66
## - Blkedper      1 0.0000000045542  66
## - Op.Ftper      1 0.0000000046291  66
## - Astper        1 0.0000000047558  66
## - adj_t         1 0.0000000047921  66
## - Talent        1 0.0000000048278  66
## - EffHgt        1 0.0000000048455  66
## - RawT          1 0.0000000049472  66
## - barthag_rk    1 0.0000000049795  66
## - OpORebper     1 0.0000000052227  66
## - eFGD.         1 0.0000000052269  66
## - PPPDef        1 0.0000000052774  66
## - adj_o         1 0.0000000054052  66
## - barthag       1 0.0000000054056  66
## - Blkper        1 0.0000000054160  66
## - eFG           1 0.0000000054214  66
## - TOVperD       1 0.0000000054324  66
## - wab           1 0.0000000054978  66
## - Ftper         1 0.0000000055370  66
## - Orebper       1 0.0000000056057  66
## - EliteSOS      1 0.0000000057010  66
## - FTRateD       1 0.0000000057707  66
## - TOVper        1 0.0000000057755  66
## - ov_fut_sos    1 0.0000000058213  66
## - PPPOff        1 0.0000000058576  66
## - FTRate        1 0.0000000058964  66
## - AvgHgt        1 0.0000000059442  66
## - threePRateD   1 0.0000000065416  66
## - twoPperD      1 0.0000000067527  66
## - threePRate    1 0.0000000071362  66
## - threePperD    1 0.0000000076883  66
## <none>            0.0000000043892  68
## + adj_d_rk      1 0.0000000043390  70
## + Adj.T         1 0.0000000043521  70
## + Exp           1 0.0000000043523  70
## + adj_t_rk      1 0.0000000043709  70
## + OpAstper      1 0.0000000043721  70
## + ov_elite_sos  1 0.0000000043809  70
## + adj_d         1 0.0000000043858  70
## + nc_elite_sos  1 0.0000000043862  70
## + twoPper       1 0.0000000044026  70
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=66
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_t + 
##     wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + RawT + twoPperD + 
##     threePperD + Blkper + Blkedper + Astper + threePRate + threePRateD + 
##     AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_o_rk      1 0.0000000044681  64
## - nc_fut_sos    1 0.0000000045745  64
## - Blkedper      1 0.0000000046037  64
## - Op.Ftper      1 0.0000000047369  64
## - adj_t         1 0.0000000047976  64
## - Astper        1 0.0000000048221  64
## - Talent        1 0.0000000048368  64
## - EffHgt        1 0.0000000048557  64
## - RawT          1 0.0000000049578  64
## - barthag_rk    1 0.0000000051979  64
## - adj_o         1 0.0000000054521  64
## - OpORebper     1 0.0000000055460  64
## - wab           1 0.0000000055928  64
## - PPPDef        1 0.0000000056541  64
## - barthag       1 0.0000000056917  64
## - eFGD.         1 0.0000000057331  64
## - eFG           1 0.0000000057355  64
## - Orebper       1 0.0000000057459  64
## - Ftper         1 0.0000000058278  64
## - TOVperD       1 0.0000000058292  64
## - PPPOff        1 0.0000000059099  64
## - FTRate        1 0.0000000059518  64
## - AvgHgt        1 0.0000000060201  64
## - Blkper        1 0.0000000060539  64
## - TOVper        1 0.0000000061564  64
## - ov_fut_sos    1 0.0000000063202  64
## - EliteSOS      1 0.0000000064138  64
## - FTRateD       1 0.0000000064190  64
## - threePRateD   1 0.0000000071958  64
## - twoPperD      1 0.0000000072898  64
## - threePRate    1 0.0000000076208  64
## - threePperD    1 0.0000000082572  64
## <none>            0.0000000044331  66
## + threePper     1 0.0000000043892  68
## + twoPper       1 0.0000000043915  68
## + OpAstper      1 0.0000000044078  68
## + adj_d         1 0.0000000044088  68
## + adj_t_rk      1 0.0000000044108  68
## + adj_d_rk      1 0.0000000044155  68
## + Exp           1 0.0000000044159  68
## + Adj.T         1 0.0000000044174  68
## + nc_elite_sos  1 0.0000000044284  68
## + ov_elite_sos  1 0.0000000044319  68
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=64
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + nc_fut_sos + 
##     ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + RawT + twoPperD + threePperD + Blkper + 
##     Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt + 
##     Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - nc_fut_sos    1 0.0000000045908  62
## - Blkedper      1 0.0000000046258  62
## - Talent        1 0.0000000048547  62
## - Op.Ftper      1 0.0000000048669  62
## - adj_t         1 0.0000000049382  62
## - EffHgt        1 0.0000000049552  62
## - Astper        1 0.0000000049595  62
## - RawT          1 0.0000000051096  62
## - barthag_rk    1 0.0000000052396  62
## - adj_o         1 0.0000000055193  62
## - barthag       1 0.0000000058383  62
## - eFGD.         1 0.0000000058714  62
## - OpORebper     1 0.0000000060835  62
## - PPPDef        1 0.0000000061411  62
## - AvgHgt        1 0.0000000061625  62
## - FTRate        1 0.0000000062171  62
## - wab           1 0.0000000062664  62
## - ov_fut_sos    1 0.0000000063187  62
## - eFG           1 0.0000000064079  62
## - EliteSOS      1 0.0000000064137  62
## - Ftper         1 0.0000000064296  62
## - Orebper       1 0.0000000065509  62
## - TOVperD       1 0.0000000065973  62
## - Blkper        1 0.0000000066354  62
## - PPPOff        1 0.0000000067013  62
## - TOVper        1 0.0000000068762  62
## - FTRateD       1 0.0000000068813  62
## - threePRateD   1 0.0000000072547  62
## - twoPperD      1 0.0000000076265  62
## - threePRate    1 0.0000000079605  62
## - threePperD    1 0.0000000086470  62
## <none>            0.0000000044681  64
## + adj_o_rk      1 0.0000000044331  66
## + threePper     1 0.0000000044376  66
## + adj_d         1 0.0000000044392  66
## + OpAstper      1 0.0000000044457  66
## + twoPper       1 0.0000000044475  66
## + adj_t_rk      1 0.0000000044480  66
## + Exp           1 0.0000000044586  66
## + Adj.T         1 0.0000000044595  66
## + ov_elite_sos  1 0.0000000044642  66
## + nc_elite_sos  1 0.0000000044643  66
## + adj_d_rk      1 0.0000000044662  66
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=62
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + ov_fut_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePperD + Blkper + Blkedper + 
##     Astper + threePRate + threePRateD + AvgHgt + EffHgt + Talent + 
##     Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Blkedper      1 0.0000000046639  60
## - Op.Ftper      1 0.0000000048957  60
## - Talent        1 0.0000000049335  60
## - EffHgt        1 0.0000000049782  60
## - adj_t         1 0.0000000049909  60
## - Astper        1 0.0000000050119  60
## - RawT          1 0.0000000051235  60
## - barthag_rk    1 0.0000000052413  60
## - adj_o         1 0.0000000055480  60
## - barthag       1 0.0000000058476  60
## - eFGD.         1 0.0000000060294  60
## - AvgHgt        1 0.0000000061754  60
## - OpORebper     1 0.0000000061859  60
## - FTRate        1 0.0000000062404  60
## - wab           1 0.0000000062679  60
## - PPPDef        1 0.0000000062702  60
## - eFG           1 0.0000000064281  60
## - Ftper         1 0.0000000064855  60
## - EliteSOS      1 0.0000000065071  60
## - Orebper       1 0.0000000065481  60
## - Blkper        1 0.0000000066454  60
## - PPPOff        1 0.0000000067810  60
## - TOVperD       1 0.0000000067879  60
## - TOVper        1 0.0000000068687  60
## - FTRateD       1 0.0000000071216  60
## - threePRateD   1 0.0000000073648  60
## - ov_fut_sos    1 0.0000000075614  60
## - twoPperD      1 0.0000000079571  60
## - threePRate    1 0.0000000080220  60
## - threePperD    1 0.0000000093452  60
## <none>            0.0000000045908  62
## + nc_fut_sos    1 0.0000000044681  64
## + nc_cur_sos    1 0.0000000044681  64
## + nc_elite_sos  1 0.0000000044764  64
## + threePper     1 0.0000000045009  64
## + twoPper       1 0.0000000045347  64
## + adj_d         1 0.0000000045400  64
## + OpAstper      1 0.0000000045482  64
## + adj_t_rk      1 0.0000000045538  64
## + adj_o_rk      1 0.0000000045745  64
## + Adj.T         1 0.0000000045757  64
## + adj_d_rk      1 0.0000000045774  64
## + Exp           1 0.0000000045889  64
## + ov_elite_sos  1 0.0000000045903  64
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=60
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + ov_fut_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePperD + Blkper + Astper + 
##     threePRate + threePRateD + AvgHgt + EffHgt + Talent + Ftper + 
##     Op.Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Op.Ftper      1 0.0000000049276  58
## - Talent        1 0.0000000049436  58
## - adj_t         1 0.0000000050658  58
## - EffHgt        1 0.0000000050849  58
## - Astper        1 0.0000000050901  58
## - RawT          1 0.0000000052364  58
## - barthag_rk    1 0.0000000056033  58
## - eFGD.         1 0.0000000060715  58
## - barthag       1 0.0000000061822  58
## - PPPDef        1 0.0000000063806  58
## - OpORebper     1 0.0000000063986  58
## - AvgHgt        1 0.0000000064414  58
## - wab           1 0.0000000065038  58
## - FTRate        1 0.0000000065425  58
## - adj_o         1 0.0000000065669  58
## - Ftper         1 0.0000000067634  58
## - TOVperD       1 0.0000000067875  58
## - EliteSOS      1 0.0000000069217  58
## - Orebper       1 0.0000000075087  58
## - FTRateD       1 0.0000000075294  58
## - eFG           1 0.0000000076885  58
## - PPPOff        1 0.0000000077686  58
## - ov_fut_sos    1 0.0000000078597  58
## - twoPperD      1 0.0000000080031  58
## - threePRateD   1 0.0000000080440  58
## - TOVper        1 0.0000000082909  58
## - Blkper        1 0.0000000083770  58
## - threePRate    1 0.0000000095434  58
## - threePperD    1 0.0000000096473  58
## <none>            0.0000000046639  60
## + Blkedper      1 0.0000000045908  62
## + nc_fut_sos    1 0.0000000046258  62
## + nc_cur_sos    1 0.0000000046258  62
## + nc_elite_sos  1 0.0000000046264  62
## + threePper     1 0.0000000046275  62
## + adj_t_rk      1 0.0000000046316  62
## + OpAstper      1 0.0000000046400  62
## + adj_o_rk      1 0.0000000046472  62
## + twoPper       1 0.0000000046475  62
## + Adj.T         1 0.0000000046489  62
## + Exp           1 0.0000000046514  62
## + adj_d_rk      1 0.0000000046547  62
## + adj_d         1 0.0000000046579  62
## + ov_elite_sos  1 0.0000000046620  62
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=58
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + ov_fut_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePperD + Blkper + Astper + 
##     threePRate + threePRateD + AvgHgt + EffHgt + Talent + Ftper + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Astper        1 0.0000000051115  56
## - adj_t         1 0.0000000053300  56
## - RawT          1 0.0000000054405  56
## - Talent        1 0.0000000055146  56
## - EffHgt        1 0.0000000055771  56
## - barthag_rk    1 0.0000000056875  56
## - barthag       1 0.0000000062071  56
## - eFGD.         1 0.0000000063285  56
## - FTRate        1 0.0000000066718  56
## - adj_o         1 0.0000000067122  56
## - AvgHgt        1 0.0000000067785  56
## - Ftper         1 0.0000000068007  56
## - PPPDef        1 0.0000000071319  56
## - OpORebper     1 0.0000000073169  56
## - EliteSOS      1 0.0000000075651  56
## - TOVperD       1 0.0000000076026  56
## - Orebper       1 0.0000000076927  56
## - eFG           1 0.0000000078054  56
## - PPPOff        1 0.0000000078107  56
## - twoPperD      1 0.0000000081027  56
## - threePRateD   1 0.0000000081571  56
## - wab           1 0.0000000082179  56
## - TOVper        1 0.0000000083448  56
## - Blkper        1 0.0000000083777  56
## - ov_fut_sos    1 0.0000000086327  56
## - FTRateD       1 0.0000000086823  56
## - threePRate    1 0.0000000095321  56
## - threePperD    1 0.0000000097904  56
## <none>            0.0000000049276  58
## + Op.Ftper      1 0.0000000046639  60
## + nc_elite_sos  1 0.0000000048260  60
## + nc_fut_sos    1 0.0000000048616  60
## + nc_cur_sos    1 0.0000000048616  60
## + OpAstper      1 0.0000000048767  60
## + Adj.T         1 0.0000000048844  60
## + adj_t_rk      1 0.0000000048895  60
## + ov_elite_sos  1 0.0000000048902  60
## + adj_d_rk      1 0.0000000048906  60
## + Exp           1 0.0000000048924  60
## + Blkedper      1 0.0000000048957  60
## + threePper     1 0.0000000048988  60
## + adj_o_rk      1 0.0000000049038  60
## + twoPper       1 0.0000000049209  60
## + adj_d         1 0.0000000049457  60
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=56
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + ov_fut_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePperD + Blkper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - adj_t         1 0.0000000054138  54
## - RawT          1 0.0000000055018  54
## - EffHgt        1 0.0000000056799  54
## - Talent        1 0.0000000058532  54
## - barthag_rk    1 0.0000000062919  54
## - eFGD.         1 0.0000000065300  54
## - adj_o         1 0.0000000067452  54
## - FTRate        1 0.0000000067950  54
## - barthag       1 0.0000000069792  54
## - Ftper         1 0.0000000070385  54
## - PPPDef        1 0.0000000072251  54
## - OpORebper     1 0.0000000073324  54
## - TOVperD       1 0.0000000075799  54
## - Orebper       1 0.0000000077225  54
## - AvgHgt        1 0.0000000077615  54
## - PPPOff        1 0.0000000078402  54
## - eFG           1 0.0000000078734  54
## - EliteSOS      1 0.0000000078909  54
## - twoPperD      1 0.0000000081473  54
## - threePRateD   1 0.0000000081600  54
## - TOVper        1 0.0000000084438  54
## - FTRateD       1 0.0000000086543  54
## - Blkper        1 0.0000000089831  54
## - wab           1 0.0000000092893  54
## - ov_fut_sos    1 0.0000000093675  54
## - threePperD    1 0.0000000100070  54
## - threePRate    1 0.0000000104214  54
## <none>            0.0000000051115  56
## + Astper        1 0.0000000049276  58
## + adj_o_rk      1 0.0000000050347  58
## + nc_elite_sos  1 0.0000000050422  58
## + nc_fut_sos    1 0.0000000050454  58
## + nc_cur_sos    1 0.0000000050454  58
## + ov_elite_sos  1 0.0000000050713  58
## + adj_d         1 0.0000000050786  58
## + adj_t_rk      1 0.0000000050840  58
## + threePper     1 0.0000000050890  58
## + Op.Ftper      1 0.0000000050901  58
## + Adj.T         1 0.0000000050936  58
## + twoPper       1 0.0000000050945  58
## + Exp           1 0.0000000050959  58
## + OpAstper      1 0.0000000050972  58
## + adj_d_rk      1 0.0000000051058  58
## + Blkedper      1 0.0000000051230  58
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=54
## conf_winner ~ barthag + barthag_rk + adj_o + wab + ov_fut_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePperD + Blkper + threePRate + 
##     threePRateD + AvgHgt + EffHgt + Talent + Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - EffHgt        1 0.0000000058304  52
## - RawT          1 0.0000000060750  52
## - Talent        1 0.0000000060823  52
## - barthag_rk    1 0.0000000063553  52
## - eFGD.         1 0.0000000066657  52
## - adj_o         1 0.0000000068133  52
## - FTRate        1 0.0000000068634  52
## - barthag       1 0.0000000070477  52
## - Ftper         1 0.0000000072445  52
## - PPPDef        1 0.0000000074392  52
## - OpORebper     1 0.0000000074616  52
## - EliteSOS      1 0.0000000078884  52
## - Orebper       1 0.0000000079204  52
## - eFG           1 0.0000000080613  52
## - TOVperD       1 0.0000000081329  52
## - twoPperD      1 0.0000000082031  52
## - threePRateD   1 0.0000000082099  52
## - PPPOff        1 0.0000000082562  52
## - AvgHgt        1 0.0000000082913  52
## - TOVper        1 0.0000000086463  52
## - Blkper        1 0.0000000092913  52
## - wab           1 0.0000000093219  52
## - ov_fut_sos    1 0.0000000096042  52
## - FTRateD       1 0.0000000097511  52
## - threePperD    1 0.0000000101329  52
## - threePRate    1 0.0000000105532  52
## <none>            0.0000000054138  54
## + adj_t         1 0.0000000051115  56
## + adj_o_rk      1 0.0000000051631  56
## + adj_d         1 0.0000000052550  56
## + adj_t_rk      1 0.0000000052885  56
## + Blkedper      1 0.0000000053017  56
## + Astper        1 0.0000000053300  56
## + nc_elite_sos  1 0.0000000053567  56
## + ov_elite_sos  1 0.0000000053587  56
## + Adj.T         1 0.0000000053600  56
## + OpAstper      1 0.0000000053604  56
## + Op.Ftper      1 0.0000000053748  56
## + threePper     1 0.0000000053883  56
## + adj_d_rk      1 0.0000000053908  56
## + nc_fut_sos    1 0.0000000053976  56
## + nc_cur_sos    1 0.0000000053976  56
## + twoPper       1 0.0000000053980  56
## + Exp           1 0.0000000054158  56
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=52
## conf_winner ~ barthag + barthag_rk + adj_o + wab + ov_fut_sos + 
##     eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + 
##     OpORebper + RawT + twoPperD + threePperD + Blkper + threePRate + 
##     threePRateD + AvgHgt + Talent + Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - barthag_rk    1 0.0000000063798  50
## - RawT          1 0.0000000064861  50
## - Talent        1 0.0000000066217  50
## - eFGD.         1 0.0000000068321  50
## - adj_o         1 0.0000000068749  50
## - FTRate        1 0.0000000070819  50
## - barthag       1 0.0000000071195  50
## - Ftper         1 0.0000000072266  50
## - OpORebper     1 0.0000000075546  50
## - PPPDef        1 0.0000000077388  50
## - Orebper       1 0.0000000079248  50
## - eFG           1 0.0000000080922  50
## - twoPperD      1 0.0000000082247  50
## - PPPOff        1 0.0000000082895  50
## - threePRateD   1 0.0000000083049  50
## - TOVperD       1 0.0000000083198  50
## - TOVper        1 0.0000000086577  50
## - EliteSOS      1 0.0000000086881  50
## - Blkper        1 0.0000000094243  50
## - AvgHgt        1 0.0000000094906  50
## - wab           1 0.0000000096521  50
## - FTRateD       1 0.0000000104283  50
## - threePperD    1 0.0000000105538  50
## - ov_fut_sos    1 0.0000000116081  50
## - threePRate    1 0.0000000118922  50
## <none>            0.0000000058304  52
## + EffHgt        1 0.0000000054138  54
## + adj_t         1 0.0000000056799  54
## + Blkedper      1 0.0000000057104  54
## + nc_elite_sos  1 0.0000000057482  54
## + adj_o_rk      1 0.0000000057766  54
## + threePper     1 0.0000000057783  54
## + twoPper       1 0.0000000057958  54
## + Op.Ftper      1 0.0000000058129  54
## + adj_d_rk      1 0.0000000058169  54
## + Astper        1 0.0000000058173  54
## + adj_t_rk      1 0.0000000058264  54
## + ov_elite_sos  1 0.0000000058277  54
## + OpAstper      1 0.0000000058282  54
## + Exp           1 0.0000000058307  54
## + nc_fut_sos    1 0.0000000058309  54
## + nc_cur_sos    1 0.0000000058309  54
## + adj_d         1 0.0000000058355  54
## + Adj.T         1 0.0000000058434  54
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=50
## conf_winner ~ barthag + adj_o + wab + ov_fut_sos + eFG + eFGD. + 
##     FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPperD + threePperD + Blkper + threePRate + threePRateD + 
##     AvgHgt + Talent + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - Talent        1 0.0000000067931  48
## - RawT          1 0.0000000068621  48
## - adj_o         1 0.0000000075819  48
## - OpORebper     1 0.0000000076848  48
## - eFGD.         1 0.0000000077265  48
## - PPPDef        1 0.0000000078175  48
## - Ftper         1 0.0000000080138  48
## - TOVperD       1 0.0000000083047  48
## - barthag       1 0.0000000083504  48
## - Orebper       1 0.0000000084691  48
## - PPPOff        1 0.0000000084827  48
## - FTRate        1 0.0000000085027  48
## - eFG           1 0.0000000086293  48
## - threePRateD   1 0.0000000086944  48
## - Blkper        1 0.0000000093904  48
## - AvgHgt        1 0.0000000096514  48
## - TOVper        1 0.0000000098228  48
## - FTRateD       1 0.0000000104145  48
## - twoPperD      1 0.0000000104714  48
## - wab           1 0.0000000114882  48
## - threePRate    1 0.0000000124897  48
## - EliteSOS      1 0.0000000133508  48
## - threePperD    1 0.0000000133532  48
## - ov_fut_sos    1 0.0000000144443  48
## <none>            0.0000000063798  50
## + barthag_rk    1 0.0000000058304  52
## + Astper        1 0.0000000059918  52
## + Blkedper      1 0.0000000060192  52
## + adj_o_rk      1 0.0000000060750  52
## + OpAstper      1 0.0000000062107  52
## + twoPper       1 0.0000000062446  52
## + threePper     1 0.0000000062452  52
## + Adj.T         1 0.0000000062905  52
## + nc_fut_sos    1 0.0000000062906  52
## + nc_cur_sos    1 0.0000000062906  52
## + adj_d         1 0.0000000062982  52
## + Op.Ftper      1 0.0000000063069  52
## + adj_t         1 0.0000000063220  52
## + adj_t_rk      1 0.0000000063319  52
## + adj_d_rk      1 0.0000000063363  52
## + EffHgt        1 0.0000000063553  52
## + nc_elite_sos  1 0.0000000063607  52
## + Exp           1 0.0000000063715  52
## + ov_elite_sos  1 0.0000000063791  52
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=48
## conf_winner ~ barthag + adj_o + wab + ov_fut_sos + eFG + eFGD. + 
##     FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     RawT + twoPperD + threePperD + Blkper + threePRate + threePRateD + 
##     AvgHgt + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - RawT          1 0.0000000069487  46
## - adj_o         1 0.0000000079963  46
## - eFGD.         1 0.0000000082508  46
## - Ftper         1 0.0000000084898  46
## - barthag       1 0.0000000087680  46
## - PPPOff        1 0.0000000092602  46
## - Orebper       1 0.0000000093555  46
## - Blkper        1 0.0000000096722  46
## - AvgHgt        1 0.0000000096729  46
## - OpORebper     1 0.0000000096935  46
## - FTRate        1 0.0000000097917  46
## - eFG           1 0.0000000098167  46
## - PPPDef        1 0.0000000102047  46
## - TOVper        1 0.0000000106425  46
## - TOVperD       1 0.0000000110094  46
## - threePRateD   1 0.0000000121192  46
## - twoPperD      1 0.0000000132500  46
## - threePRate    1 0.0000000135331  46
## - FTRateD       1 0.0000000135347  46
## - ov_fut_sos    1 0.0000000145997  46
## - wab           1 0.0000000147651  46
## - EliteSOS      1 0.0000000165828  46
## - threePperD    1 0.0000000197590  46
## <none>            0.0000000067931  48
## + Blkedper      1 0.0000000062315  50
## + Talent        1 0.0000000063798  50
## + adj_o_rk      1 0.0000000064347  50
## + adj_t         1 0.0000000065499  50
## + Astper        1 0.0000000065514  50
## + barthag_rk    1 0.0000000066217  50
## + OpAstper      1 0.0000000066652  50
## + adj_t_rk      1 0.0000000066975  50
## + threePper     1 0.0000000067078  50
## + nc_elite_sos  1 0.0000000067405  50
## + twoPper       1 0.0000000067476  50
## + EffHgt        1 0.0000000067522  50
## + ov_elite_sos  1 0.0000000067530  50
## + Adj.T         1 0.0000000067694  50
## + Exp           1 0.0000000067772  50
## + adj_d         1 0.0000000067822  50
## + Op.Ftper      1 0.0000000067864  50
## + adj_d_rk      1 0.0000000067877  50
## + nc_fut_sos    1 0.0000000068025  50
## + nc_cur_sos    1 0.0000000068025  50
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=46
## conf_winner ~ barthag + adj_o + wab + ov_fut_sos + eFG + eFGD. + 
##     FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + 
##     twoPperD + threePperD + Blkper + threePRate + threePRateD + 
##     AvgHgt + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df        Deviance AIC
## - eFGD.         1 0.0000000082893  44
## - adj_o         1 0.0000000085546  44
## - Ftper         1 0.0000000100245  44
## - barthag       1 0.0000000106061  44
## - AvgHgt        1 0.0000000108855  44
## - Orebper       1 0.0000000110722  44
## - Blkper        1 0.0000000112265  44
## - PPPOff        1 0.0000000121375  44
## - FTRate        1 0.0000000122234  44
## - eFG           1 0.0000000122631  44
## - TOVper        1 0.0000000135178  44
## - twoPperD      1 0.0000000135436  44
## - PPPDef        1 0.0000000136229  44
## - ov_fut_sos    1 0.0000000150782  44
## - wab           1 0.0000000152624  44
## - threePRate    1 0.0000000158872  44
## - EliteSOS      1 0.0000000165744  44
## - threePRateD   1 0.0000000171334  44
## - OpORebper     1 0.0000000173508  44
## - FTRateD       1 0.0000000186845  44
## - TOVperD       1 0.0000000188210  44
## - threePperD    1 0.0000000198083  44
## <none>            0.0000000069487  46
## + adj_o_rk      1 0.0000000065153  48
## + Astper        1 0.0000000065973  48
## + barthag_rk    1 0.0000000066499  48
## + OpAstper      1 0.0000000066822  48
## + Blkedper      1 0.0000000067138  48
## + RawT          1 0.0000000067931  48
## + Adj.T         1 0.0000000068071  48
## + adj_t         1 0.0000000068265  48
## + ov_elite_sos  1 0.0000000068511  48
## + EffHgt        1 0.0000000068539  48
## + nc_fut_sos    1 0.0000000068557  48
## + nc_cur_sos    1 0.0000000068557  48
## + Talent        1 0.0000000068621  48
## + adj_t_rk      1 0.0000000068807  48
## + adj_d         1 0.0000000068903  48
## + twoPper       1 0.0000000069248  48
## + threePper     1 0.0000000069295  48
## + Exp           1 0.0000000069382  48
## + nc_elite_sos  1 0.0000000069392  48
## + adj_d_rk      1 0.0000000069448  48
## + Op.Ftper      1 0.0000000069503  48
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=44
## conf_winner ~ barthag + adj_o + wab + ov_fut_sos + eFG + FTRate + 
##     FTRateD + TOVper + TOVperD + Orebper + OpORebper + twoPperD + 
##     threePperD + Blkper + threePRate + threePRateD + AvgHgt + 
##     Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - barthag       1 0.000000010939  42
## - adj_o         1 0.000000010950  42
## - AvgHgt        1 0.000000012270  42
## - Blkper        1 0.000000013869  42
## - FTRate        1 0.000000013917  42
## - Orebper       1 0.000000015488  42
## - eFG           1 0.000000015889  42
## - PPPOff        1 0.000000016164  42
## - Ftper         1 0.000000017279  42
## - ov_fut_sos    1 0.000000018264  42
## - TOVper        1 0.000000019179  42
## - wab           1 0.000000019238  42
## - twoPperD      1 0.000000019596  42
## - OpORebper     1 0.000000025473  42
## - PPPDef        1 0.000000027413  42
## - threePRateD   1 0.000000027684  42
## - EliteSOS      1 0.000000028056  42
## - threePperD    1 0.000000032091  42
## - FTRateD       1 0.000000036787  42
## - TOVperD       1 0.000000041677  42
## - threePRate    1 0.000000044591  42
## <none>            0.000000008289  44
## + eFGD.         1 0.000000006949  46
## + barthag_rk    1 0.000000007262  46
## + Talent        1 0.000000007807  46
## + ov_elite_sos  1 0.000000008044  46
## + EffHgt        1 0.000000008045  46
## + adj_t_rk      1 0.000000008086  46
## + OpAstper      1 0.000000008138  46
## + threePper     1 0.000000008167  46
## + twoPper       1 0.000000008205  46
## + Op.Ftper      1 0.000000008209  46
## + Exp           1 0.000000008224  46
## + Adj.T         1 0.000000008230  46
## + adj_o_rk      1 0.000000008237  46
## + RawT          1 0.000000008251  46
## + adj_t         1 0.000000008253  46
## + Astper        1 0.000000008253  46
## + nc_elite_sos  1 0.000000008259  46
## + adj_d_rk      1 0.000000008273  46
## + Blkedper      1 0.000000008278  46
## + adj_d         1 0.000000008284  46
## + nc_fut_sos    1 0.000000008317  46
## + nc_cur_sos    1 0.000000008317  46
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=42
## conf_winner ~ adj_o + wab + ov_fut_sos + eFG + FTRate + FTRateD + 
##     TOVper + TOVperD + Orebper + OpORebper + twoPperD + threePperD + 
##     Blkper + threePRate + threePRateD + AvgHgt + Ftper + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - adj_o         1 0.000000012815  40
## - AvgHgt        1 0.000000013786  40
## - Blkper        1 0.000000016058  40
## - ov_fut_sos    1 0.000000019160  40
## - FTRate        1 0.000000020187  40
## - wab           1 0.000000021786  40
## - twoPperD      1 0.000000025672  40
## - Orebper       1 0.000000028315  40
## - PPPOff        1 0.000000029644  40
## - eFG           1 0.000000029853  40
## - Ftper         1 0.000000030881  40
## - OpORebper     1 0.000000035806  40
## - threePRateD   1 0.000000036506  40
## - TOVper        1 0.000000039308  40
## - threePperD    1 0.000000047980  40
## - FTRateD       1 0.000000048241  40
## - PPPDef        1 0.000000051129  40
## - threePRate    1 0.000000063130  40
## - TOVperD       1 0.000000068573  40
## - EliteSOS      1 0.000000146596  40
## <none>            0.000000010939  42
## + barthag       1 0.000000008289  44
## + barthag_rk    1 0.000000009299  44
## + adj_d_rk      1 0.000000010108  44
## + adj_o_rk      1 0.000000010140  44
## + EffHgt        1 0.000000010424  44
## + Talent        1 0.000000010444  44
## + nc_fut_sos    1 0.000000010521  44
## + nc_cur_sos    1 0.000000010521  44
## + RawT          1 0.000000010568  44
## + Blkedper      1 0.000000010584  44
## + eFGD.         1 0.000000010606  44
## + adj_t         1 0.000000010616  44
## + ov_elite_sos  1 0.000000010656  44
## + Adj.T         1 0.000000010659  44
## + nc_elite_sos  1 0.000000010726  44
## + adj_d         1 0.000000010886  44
## + threePper     1 0.000000010892  44
## + twoPper       1 0.000000010893  44
## + Astper        1 0.000000010907  44
## + Exp           1 0.000000010927  44
## + Op.Ftper      1 0.000000010929  44
## + adj_t_rk      1 0.000000010954  44
## + OpAstper      1 0.000000010978  44
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=40
## conf_winner ~ wab + ov_fut_sos + eFG + FTRate + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + twoPperD + threePperD + Blkper + 
##     threePRate + threePRateD + AvgHgt + Ftper + PPPOff + PPPDef + 
##     EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - AvgHgt        1 0.000000015482  38
## - Blkper        1 0.000000018141  38
## - FTRate        1 0.000000023805  38
## - wab           1 0.000000028080  38
## - twoPperD      1 0.000000029392  38
## - eFG           1 0.000000029842  38
## - Orebper       1 0.000000033503  38
## - ov_fut_sos    1 0.000000034137  38
## - threePRateD   1 0.000000036634  38
## - OpORebper     1 0.000000036647  38
## - Ftper         1 0.000000046002  38
## - PPPOff        1 0.000000047206  38
## - FTRateD       1 0.000000050358  38
## - PPPDef        1 0.000000050933  38
## - threePperD    1 0.000000050963  38
## - TOVper        1 0.000000051938  38
## - threePRate    1 0.000000062874  38
## - TOVperD       1 0.000000069462  38
## - EliteSOS      1 0.000000210073  38
## <none>            0.000000012815  40
## + adj_o         1 0.000000010939  42
## + barthag       1 0.000000010950  42
## + adj_d_rk      1 0.000000011203  42
## + eFGD.         1 0.000000011578  42
## + adj_t         1 0.000000011642  42
## + RawT          1 0.000000011781  42
## + Adj.T         1 0.000000011948  42
## + adj_d         1 0.000000012206  42
## + OpAstper      1 0.000000012290  42
## + nc_fut_sos    1 0.000000012296  42
## + nc_cur_sos    1 0.000000012296  42
## + ov_elite_sos  1 0.000000012311  42
## + adj_o_rk      1 0.000000012317  42
## + barthag_rk    1 0.000000012348  42
## + nc_elite_sos  1 0.000000012401  42
## + Blkedper      1 0.000000012439  42
## + Exp           1 0.000000012589  42
## + adj_t_rk      1 0.000000012643  42
## + Astper        1 0.000000012647  42
## + Talent        1 0.000000012647  42
## + EffHgt        1 0.000000012656  42
## + threePper     1 0.000000012786  42
## + twoPper       1 0.000000012796  42
## + Op.Ftper      1 0.000000012806  42
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=38
## conf_winner ~ wab + ov_fut_sos + eFG + FTRate + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + twoPperD + threePperD + Blkper + 
##     threePRate + threePRateD + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df       Deviance AIC
## - Blkper        1 0.000000021848  36
## - FTRate        1 0.000000024657  36
## - wab           1 0.000000028449  36
## - eFG           1 0.000000034027  36
## - Orebper       1 0.000000036783  36
## - OpORebper     1 0.000000037139  36
## - ov_fut_sos    1 0.000000048193  36
## - Ftper         1 0.000000052072  36
## - twoPperD      1 0.000000052476  36
## - PPPOff        1 0.000000054802  36
## - TOVper        1 0.000000058848  36
## - threePRateD   1 0.000000064982  36
## - PPPDef        1 0.000000066979  36
## - threePperD    1 0.000000068613  36
## - threePRate    1 0.000000089553  36
## - FTRateD       1 0.000000159940  36
## - TOVperD       1 0.000000172861  36
## - EliteSOS      1 0.000000311032  36
## <none>            0.000000015482  38
## + AvgHgt        1 0.000000012815  40
## + EffHgt        1 0.000000013169  40
## + Blkedper      1 0.000000013181  40
## + eFGD.         1 0.000000013395  40
## + ov_elite_sos  1 0.000000013580  40
## + adj_o         1 0.000000013786  40
## + Op.Ftper      1 0.000000014333  40
## + twoPper       1 0.000000014347  40
## + threePper     1 0.000000014489  40
## + Astper        1 0.000000014556  40
## + Exp           1 0.000000014572  40
## + barthag       1 0.000000014643  40
## + Talent        1 0.000000014722  40
## + adj_o_rk      1 0.000000014746  40
## + nc_fut_sos    1 0.000000014833  40
## + nc_cur_sos    1 0.000000014833  40
## + Adj.T         1 0.000000015055  40
## + RawT          1 0.000000015183  40
## + nc_elite_sos  1 0.000000015242  40
## + adj_t_rk      1 0.000000015260  40
## + barthag_rk    1 0.000000015281  40
## + adj_t         1 0.000000015313  40
## + adj_d         1 0.000000015313  40
## + OpAstper      1 0.000000015316  40
## + adj_d_rk      1 0.000000015573  40
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=36
## conf_winner ~ wab + ov_fut_sos + eFG + FTRate + FTRateD + TOVper + 
##     TOVperD + Orebper + OpORebper + twoPperD + threePperD + threePRate + 
##     threePRateD + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df      Deviance AIC
## - FTRate        1 0.00000002849  34
## - eFG           1 0.00000003501  34
## - Orebper       1 0.00000003824  34
## - OpORebper     1 0.00000004137  34
## - wab           1 0.00000004436  34
## - Ftper         1 0.00000005484  34
## - PPPOff        1 0.00000005495  34
## - ov_fut_sos    1 0.00000005749  34
## - twoPperD      1 0.00000005847  34
## - TOVper        1 0.00000005924  34
## - threePRateD   1 0.00000006533  34
## - PPPDef        1 0.00000006958  34
## - threePperD    1 0.00000007667  34
## - threePRate    1 0.00000010990  34
## - TOVperD       1 0.00000016742  34
## - FTRateD       1 0.00000046264  34
## - EliteSOS      1 0.00000125779  34
## <none>            0.00000002185  36
## + Blkper        1 0.00000001548  38
## + Blkedper      1 0.00000001563  38
## + EffHgt        1 0.00000001735  38
## + eFGD.         1 0.00000001740  38
## + threePper     1 0.00000001743  38
## + adj_o         1 0.00000001802  38
## + AvgHgt        1 0.00000001814  38
## + Exp           1 0.00000001863  38
## + twoPper       1 0.00000001900  38
## + Op.Ftper      1 0.00000001901  38
## + adj_o_rk      1 0.00000001919  38
## + nc_fut_sos    1 0.00000001958  38
## + nc_cur_sos    1 0.00000001958  38
## + Astper        1 0.00000001986  38
## + ov_elite_sos  1 0.00000002067  38
## + barthag       1 0.00000002067  38
## + nc_elite_sos  1 0.00000002092  38
## + barthag_rk    1 0.00000002124  38
## + adj_d_rk      1 0.00000002142  38
## + adj_d         1 0.00000002167  38
## + adj_t         1 0.00000002172  38
## + OpAstper      1 0.00000002175  38
## + Adj.T         1 0.00000002183  38
## + RawT          1 0.00000002184  38
## + Talent        1 0.00000002185  38
## + adj_t_rk      1 0.00000002186  38
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=34
## conf_winner ~ wab + ov_fut_sos + eFG + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + twoPperD + threePperD + threePRate + 
##     threePRateD + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df      Deviance AIC
## - eFG           1 0.00000003728  32
## - OpORebper     1 0.00000004207  32
## - Orebper       1 0.00000004308  32
## - wab           1 0.00000004551  32
## - Ftper         1 0.00000005524  32
## - twoPperD      1 0.00000006521  32
## - threePRateD   1 0.00000006557  32
## - PPPOff        1 0.00000006702  32
## - PPPDef        1 0.00000007640  32
## - TOVper        1 0.00000007748  32
## - threePperD    1 0.00000009244  32
## - threePRate    1 0.00000010838  32
## - ov_fut_sos    1 0.00000013104  32
## - TOVperD       1 0.00000020950  32
## - FTRateD       1 0.00000046300  32
## - EliteSOS      1 0.00000190384  32
## <none>            0.00000002849  34
## + Exp           1 0.00000002181  36
## + FTRate        1 0.00000002185  36
## + Blkedper      1 0.00000002212  36
## + Astper        1 0.00000002253  36
## + barthag       1 0.00000002300  36
## + nc_fut_sos    1 0.00000002316  36
## + nc_cur_sos    1 0.00000002316  36
## + adj_o_rk      1 0.00000002350  36
## + nc_elite_sos  1 0.00000002377  36
## + Blkper        1 0.00000002466  36
## + ov_elite_sos  1 0.00000002506  36
## + eFGD.         1 0.00000002535  36
## + Op.Ftper      1 0.00000002545  36
## + adj_t_rk      1 0.00000002549  36
## + adj_d         1 0.00000002632  36
## + adj_o         1 0.00000002651  36
## + adj_d_rk      1 0.00000002715  36
## + Talent        1 0.00000002716  36
## + threePper     1 0.00000002744  36
## + barthag_rk    1 0.00000002777  36
## + twoPper       1 0.00000002801  36
## + AvgHgt        1 0.00000002802  36
## + OpAstper      1 0.00000002809  36
## + RawT          1 0.00000002817  36
## + Adj.T         1 0.00000002840  36
## + adj_t         1 0.00000002843  36
## + EffHgt        1 0.00000002906  36
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=32
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD + 
##     Orebper + OpORebper + twoPperD + threePperD + threePRate + 
##     threePRateD + Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - OpORebper     1    0.000 30.000
## - Orebper       1    0.000 30.000
## - Ftper         1    0.000 30.000
## - twoPperD      1    0.000 30.000
## - PPPDef        1    0.000 30.000
## - wab           1    0.000 30.000
## - threePperD    1    0.000 30.000
## - TOVper        1    0.000 30.000
## - threePRateD   1    0.000 30.000
## - ov_fut_sos    1    0.000 30.000
## - threePRate    1    0.000 30.000
## - TOVperD       1    0.000 30.000
## - FTRateD       1    0.000 30.000
## - EliteSOS      1    0.000 30.000
## <none>               0.000 32.000
## + Blkedper      1    0.000 34.000
## + eFG           1    0.000 34.000
## + Astper        1    0.000 34.000
## + EffHgt        1    0.000 34.000
## + barthag       1    0.000 34.000
## + eFGD.         1    0.000 34.000
## + adj_o_rk      1    0.000 34.000
## + Talent        1    0.000 34.000
## + FTRate        1    0.000 34.000
## + threePper     1    0.000 34.000
## + adj_o         1    0.000 34.000
## + AvgHgt        1    0.000 34.000
## + ov_elite_sos  1    0.000 34.000
## + Exp           1    0.000 34.000
## + Blkper        1    0.000 34.000
## + Op.Ftper      1    0.000 34.000
## + adj_d         1    0.000 34.000
## + twoPper       1    0.000 34.000
## + barthag_rk    1    0.000 34.000
## + adj_d_rk      1    0.000 34.000
## + adj_t_rk      1    0.000 34.000
## + OpAstper      1    0.000 34.000
## + RawT          1    0.000 34.000
## + Adj.T         1    0.000 34.000
## + nc_fut_sos    1    0.000 34.000
## + nc_cur_sos    1    0.000 34.000
## + adj_t         1    0.000 34.000
## + nc_elite_sos  1    0.000 34.000
## - PPPOff        1   14.034 44.034
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=30
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD + 
##     Orebper + twoPperD + threePperD + threePRate + threePRateD + 
##     Ftper + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Ftper         1    0.000 28.000
## - Orebper       1    0.000 28.000
## - twoPperD      1    0.000 28.000
## - threePRateD   1    0.000 28.000
## - PPPDef        1    0.000 28.000
## - wab           1    0.000 28.000
## - threePRate    1    0.000 28.000
## - TOVper        1    0.000 28.000
## - ov_fut_sos    1    0.000 28.000
## - threePperD    1    0.000 28.000
## <none>               0.000 30.000
## + barthag       1    0.000 32.000
## + adj_o_rk      1    0.000 32.000
## + OpORebper     1    0.000 32.000
## + adj_d         1    0.000 32.000
## + Op.Ftper      1    0.000 32.000
## + eFGD.         1    0.000 32.000
## + Blkper        1    0.000 32.000
## + FTRate        1    0.000 32.000
## + adj_t_rk      1    0.000 32.000
## + nc_fut_sos    1    0.000 32.000
## + nc_cur_sos    1    0.000 32.000
## + adj_d_rk      1    0.000 32.000
## + threePper     1    0.000 32.000
## + adj_o         1    0.000 32.000
## + barthag_rk    1    0.000 32.000
## + Blkedper      1    0.000 32.000
## + twoPper       1    0.000 32.000
## + EffHgt        1    0.000 32.000
## + OpAstper      1    0.000 32.000
## + ov_elite_sos  1    0.000 32.000
## + Talent        1    0.000 32.000
## + Exp           1    0.000 32.000
## + AvgHgt        1    0.000 32.000
## + nc_elite_sos  1    0.000 32.000
## + eFG           1    0.000 32.000
## + Adj.T         1    0.000 32.000
## + RawT          1    0.000 32.000
## + adj_t         1    0.000 32.000
## + Astper        1    0.000 32.000
## - PPPOff        1   16.602 44.602
## - FTRateD       1   19.402 47.402
## - EliteSOS      1   22.042 50.042
## - TOVperD       1   29.385 57.385
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=28
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD + 
##     Orebper + twoPperD + threePperD + threePRate + threePRateD + 
##     PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - Orebper       1   0.0000 26.000
## - threePRateD   1   0.0000 26.000
## - wab           1   0.0000 26.000
## - TOVper        1   0.0000 26.000
## - threePRate    1   0.0000 26.000
## - ov_fut_sos    1   0.0000 26.000
## - twoPperD      1   0.0000 26.000
## - PPPDef        1   0.0001 26.000
## <none>              0.0000 28.000
## + barthag       1   0.0000 30.000
## + Ftper         1   0.0000 30.000
## + eFGD.         1   0.0000 30.000
## + barthag_rk    1   0.0000 30.000
## + Op.Ftper      1   0.0000 30.000
## + Blkedper      1   0.0000 30.000
## + EffHgt        1   0.0000 30.000
## + adj_t         1   0.0000 30.000
## + OpORebper     1   0.0000 30.000
## + Exp           1   0.0000 30.000
## + Adj.T         1   0.0000 30.000
## + eFG           1   0.0000 30.000
## + RawT          1   0.0000 30.000
## + Talent        1   0.0000 30.000
## + adj_d_rk      1   0.0000 30.000
## + adj_o_rk      1   0.0000 30.000
## + nc_fut_sos    1   0.0000 30.000
## + nc_cur_sos    1   0.0000 30.000
## + adj_t_rk      1   0.0000 30.000
## + ov_elite_sos  1   0.0000 30.000
## + OpAstper      1   0.0000 30.000
## + FTRate        1   0.0000 30.000
## + adj_o         1   0.0000 30.000
## + twoPper       1   0.0000 30.000
## + nc_elite_sos  1   0.0000 30.000
## + Astper        1   0.0000 30.000
## + adj_d         1   0.0000 30.000
## + Blkper        1   0.0000 30.000
## + threePper     1   0.0000 30.000
## + AvgHgt        1   0.0000 30.000
## - threePperD    1  16.1824 42.182
## - PPPOff        1  16.6117 42.612
## - FTRateD       1  19.9127 45.913
## - EliteSOS      1  22.7917 48.792
## - TOVperD       1  30.3286 56.329
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=26
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD + 
##     twoPperD + threePperD + threePRate + threePRateD + PPPOff + 
##     PPPDef + EliteSOS
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## - threePRateD   1    0.000 24.000
## - wab           1    0.000 24.000
## - TOVper        1    0.000 24.000
## - threePRate    1    0.000 24.000
## - twoPperD      1    0.000 24.000
## <none>               0.000 26.000
## + barthag       1    0.000 28.000
## + Op.Ftper      1    0.000 28.000
## + eFGD.         1    0.000 28.000
## + OpORebper     1    0.000 28.000
## + adj_t         1    0.000 28.000
## + Adj.T         1    0.000 28.000
## + Orebper       1    0.000 28.000
## + RawT          1    0.000 28.000
## + eFG           1    0.000 28.000
## + EffHgt        1    0.000 28.000
## + twoPper       1    0.000 28.000
## + FTRate        1    0.000 28.000
## + adj_t_rk      1    0.000 28.000
## + barthag_rk    1    0.000 28.000
## + Ftper         1    0.000 28.000
## + threePper     1    0.000 28.000
## + adj_o_rk      1    0.000 28.000
## + Blkedper      1    0.000 28.000
## + OpAstper      1    0.000 28.000
## + Exp           1    0.000 28.000
## + Talent        1    0.000 28.000
## + adj_d_rk      1    0.000 28.000
## + ov_elite_sos  1    0.000 28.000
## + adj_o         1    0.000 28.000
## + Blkper        1    0.000 28.000
## + nc_fut_sos    1    0.000 28.000
## + nc_cur_sos    1    0.000 28.000
## + nc_elite_sos  1    0.000 28.000
## + adj_d         1    0.000 28.000
## + AvgHgt        1    0.000 28.000
## + Astper        1    0.000 28.000
## - PPPDef        1   15.198 39.198
## - threePperD    1   16.469 40.469
## - PPPOff        1   16.763 40.763
## - ov_fut_sos    1   17.735 41.735
## - FTRateD       1   20.598 44.598
## - EliteSOS      1   29.431 53.431
## - TOVperD       1   30.596 54.595
## Warning: glm.fit: algorithm did not converge

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## 
## Step:  AIC=24
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD + 
##     twoPperD + threePperD + threePRate + PPPOff + PPPDef + EliteSOS
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred

## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
##                Df Deviance    AIC
## <none>               0.000 24.000
## + EffHgt        1    0.000 26.000
## + threePRateD   1    0.000 26.000
## + Blkedper      1    0.000 26.000
## + adj_d_rk      1    0.000 26.000
## + eFGD.         1    0.000 26.000
## + barthag       1    0.000 26.000
## + Adj.T         1    0.000 26.000
## + adj_t         1    0.000 26.000
## + RawT          1    0.000 26.000
## + FTRate        1    0.000 26.000
## + adj_o_rk      1    0.000 26.000
## + adj_d         1    0.000 26.000
## + nc_fut_sos    1    0.000 26.000
## + nc_cur_sos    1    0.000 26.000
## + Blkper        1    0.000 26.000
## + Astper        1    0.000 26.000
## + Orebper       1    0.000 26.000
## + Op.Ftper      1    0.000 26.000
## + adj_o         1    0.000 26.000
## + threePper     1    0.000 26.000
## + Exp           1    0.000 26.000
## + OpAstper      1    0.000 26.000
## + Ftper         1    0.000 26.000
## + nc_elite_sos  1    0.000 26.000
## + Talent        1    0.000 26.000
## + twoPper       1    0.000 26.000
## + AvgHgt        1    0.000 26.000
## + OpORebper     1    0.000 26.000
## + barthag_rk    1    0.000 26.000
## + adj_t_rk      1    0.000 26.000
## + ov_elite_sos  1    0.000 26.000
## + eFG           1    0.000 26.000
## - twoPperD      1   16.148 38.148
## - wab           1   16.518 38.518
## - PPPDef        1   18.691 40.691
## - PPPOff        1   19.808 41.808
## - threePRate    1   20.260 42.260
## - FTRateD       1   20.619 42.619
## - threePperD    1   21.565 43.565
## - TOVper        1   21.974 43.974
## - ov_fut_sos    1   22.931 44.931
## - EliteSOS      1   30.914 52.914
## - TOVperD       1   31.107 53.107
summary(PAC.lm.stepwise)
## 
## Call:
## glm(formula = conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + 
##     TOVperD + twoPperD + threePperD + threePRate + PPPOff + PPPDef + 
##     EliteSOS, family = "binomial", data = PAC_train.df, na.action = na.exclude)
## 
## Coefficients:
##               Estimate Std. Error z value Pr(>|z|)
## (Intercept)   -9996.28 1352350.91  -0.007    0.994
## wab              37.93    5671.58   0.007    0.995
## ov_fut_sos     4826.74  689992.84   0.007    0.994
## FTRateD         -18.75    3248.29  -0.006    0.995
## TOVper           82.59    9228.95   0.009    0.993
## TOVperD         117.17   22067.95   0.005    0.996
## twoPperD        -72.38   10396.55  -0.007    0.994
## threePperD      -70.29    8466.98  -0.008    0.993
## threePRate      -11.89    1397.60  -0.009    0.993
## PPPOff         3895.48  591898.77   0.007    0.995
## PPPDef         6901.40 1059148.25   0.007    0.995
## EliteSOS        -59.65    6797.51  -0.009    0.993
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 78.19135559118  on 146  degrees of freedom
## Residual deviance:  0.00000021969  on 135  degrees of freedom
## AIC: 24
## 
## Number of Fisher Scoring iterations: 25
#accuracy 
PAC.lm.step.pred <- predict(PAC.lm.stepwise, PAC_valid.df, na.action = na.pass)
accuracy(PAC.lm.step.pred, PAC_valid.df$conf_winner)
##                ME     RMSE      MAE MPE MAPE
## Test set 570.9831 724.9022 593.2767 NaN  Inf